Literature DB >> 26685222

A Novel Algorithm for Remote Photoplethysmography: Spatial Subspace Rotation.

Wenjin Wang, Sander Stuijk, Gerard de Haan.   

Abstract

In this paper, we propose a conceptually novel algorithm, namely "Spatial Subspace Rotation" (2SR), that improves the robustness of remote photoplethysmography. Based on the assumption of 1) spatially redundant pixel-sensors of a camera, and 2) a well-defined skin mask, our core idea is to estimate a spatial subspace of skin-pixels and measure its temporal rotation for pulse extraction, which does not require skin-tone or pulse-related priors in contrast to existing algorithms. The proposed algorithm is thoroughly assessed on a benchmark dataset containing 54 videos, which includes challenges of various skin-tones, body-motions in complex illuminance conditions, and pulse-rate recovery after exercise. The experimental results show that given a well-defined skin mask, 2SR outperforms the popular ICA-based approach and two state-of-the-art algorithms (CHROM and PBV). When comparing the pulse frequency spectrum, 2SR improves on average the SNR of ICA by 2.22 dB, CHROM by 1.56 dB, and PBV by 1.95 dB. When comparing the instant pulse-rate, 2SR improves on average the Pearson correlation and precision of ICA by 47% and 65%, CHROM by 22% and 23%, and PBV by 21% and 39%. ANOVA confirms the significant improvement of 2SR in peak-to-peak accuracy. The proposed 2SR algorithm is very simple to use and extend, i.e., the implementation only requires a few lines MATLAB code.

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Year:  2015        PMID: 26685222     DOI: 10.1109/TBME.2015.2508602

Source DB:  PubMed          Journal:  IEEE Trans Biomed Eng        ISSN: 0018-9294            Impact factor:   4.538


  23 in total

1.  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

2.  Noncontact spirometry with a webcam.

Authors:  Chenbin Liu; Yuting Yang; Francis Tsow; Dangdang Shao; Nongjian Tao
Journal:  J Biomed Opt       Date:  2017-05-01       Impact factor: 3.170

3.  Full video pulse extraction.

Authors:  Wenjin Wang; Albertus C den Brinker; Gerard de Haan
Journal:  Biomed Opt Express       Date:  2018-07-27       Impact factor: 3.732

4.  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

5.  Analysis of CNN-based remote-PPG to understand limitations and sensitivities.

Authors:  Qi Zhan; Wenjin Wang; Gerard de Haan
Journal:  Biomed Opt Express       Date:  2020-02-07       Impact factor: 3.732

6.  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

7.  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

8.  Simultaneous Tracking of Cardiorespiratory Signals for Multiple Persons Using a Machine Vision System With Noise Artifact Removal.

Authors:  Ali Al-Naji; Javaan Chahl
Journal:  IEEE J Transl Eng Health Med       Date:  2017-09-29       Impact factor: 3.316

9.  Skin tissue perfusion mapping triggered by an audio-(de)modulated reference signal.

Authors:  Stefan Borik; Patrik Procka; Jakub Kubicek; Christoph Hoog Antink
Journal:  Biomed Opt Express       Date:  2022-06-30       Impact factor: 3.562

Review 10.  Contact-Free Pulse Signal Extraction from Human Face Videos: A Review and New Optimized Filtering Approach.

Authors:  Muhammad Waqar; Reyer Zwiggelaar; Bernard Tiddeman
Journal:  Adv Exp Med Biol       Date:  2021       Impact factor: 2.622

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