Literature DB >> 26736863

Heart rate estimation from facial photoplethysmography during dynamic illuminance changes.

.   

Abstract

Camera-based remote photoplethysmography (rPPG) enables low-cost, non-contact cardiovascular activity monitoring. However, applying rPPG to practical use has some limitations caused from the artifacts by illuminance changes. During watching a video in a dark room, for example, watching a TV at night without illuminance, there is a high correlation between the brightness changes of a video and the illuminance variation on the skin of the viewer's face. In this study, we propose an artifact reduction method in rPPG, which is caused by the variation of the illuminance. The method subtracts the artifacts from the raw facial rPPG signal by applying multi-order curve fitting between the illuminance information from the facial rPPG signal and the brightness information from a video. On average, the results showed that signal-to-noise ratio (SNR) increased from -11.74 to -4.19 dB and from -15.27 to 7.99 dB for low-dynamic-brightness and high-dynamic-brightness video, respectively. In addition, the root-mean-square-error (RMSE) of estimated heart rate decreased from 11.00 to 1.82 bpm and from 9.88 to 4.65 bpm for the videos, respectively.

Entities:  

Mesh:

Year:  2015        PMID: 26736863     DOI: 10.1109/EMBC.2015.7318963

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  3 in total

Review 1.  Driver Distraction Using Visual-Based Sensors and Algorithms.

Authors:  Alberto Fernández; Rubén Usamentiaga; Juan Luis Carús; Rubén Casado
Journal:  Sensors (Basel)       Date:  2016-10-28       Impact factor: 3.576

2.  Unobtrusive Vital Sign Monitoring in Automotive Environments-A Review.

Authors:  Steffen Leonhardt; Lennart Leicht; Daniel Teichmann
Journal:  Sensors (Basel)       Date:  2018-09-13       Impact factor: 3.576

3.  Low-frequency facial hemodynamic oscillations distinguish migraineurs from non-headache controls.

Authors:  Melissa M Cortez; Jeremy J Theriot; Natalie A Rea; Forrest E Gowen; K C Brennan
Journal:  Cephalalgia Rep       Date:  2019-11-14
  3 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.