CameraHRV: Robust measurement of heart rate variability using a camera

Amruta Pai, Ashok Veeraraghavan, Ashutosh Sabharwal

Research output: Chapter in Book/Report/Conference proceedingConference contribution

9 Scopus citations

Abstract

The inter-beat-interval (time period of the cardiac cycle) changes slightly for every heartbeat; this variation is measured as Heart Rate Variability (HRV). HRV is presumed to occur due to interactions between the parasym-pathetic and sympathetic nervous system. Therefore, it is sometimes used as an indicator of the stress level of an individual. HRV also reveals some clinical information about cardiac health. Currently, HRV is accurately measured using contact devices such as a pulse oximeter. However, recent research in the field of non-contact imaging Photoplethysmography (iPPG) has made vital sign measurements using just the video recording of any exposed skin (such as a person's face) possible. The current signal processing methods for extracting HRV using peak detection perform well for contact-based systems but have poor performance for the iPPG signals. The main reason for this poor performance is the fact that current methods are sensitive to large noise sources which are often present in iPPG data. Further, current methods are not robust to motion artifacts that are common in iPPG systems. We developed a new algorithm, CameraHRV, for robustly extracting HRV even in low SNR such as is common with iPPG recordings. CameraHRV combined spatial combination and frequency demodulation to obtain HRV from the instantaneous frequency of the iPPG signal. CameraHRV outperforms other current methods of HRV estimation. Ground truth data was obtained from FDA-Approved pulse oximeter for validation purposes. CameraHRV on iPPG data showed an error of 6 milliseconds for low motion and varying skin tone scenarios. The improvement in error was 14%. In case of high motion scenarios like reading, watching and talking, the error was 10 milliseconds.

Original languageEnglish (US)
Title of host publicationOptical Diagnostics and Sensing XVIII
Subtitle of host publicationToward Point-of-Care Diagnostics
EditorsGerard L. Cote
PublisherSPIE
ISBN (Electronic)9781510614871
DOIs
StatePublished - 2018
EventOptical Diagnostics and Sensing XVIII: Toward Point-of-Care Diagnostics 2018 - San Francisco, United States
Duration: Jan 29 2018Jan 30 2018

Publication series

NameProgress in Biomedical Optics and Imaging - Proceedings of SPIE
Volume10501
ISSN (Print)1605-7422

Conference

ConferenceOptical Diagnostics and Sensing XVIII: Toward Point-of-Care Diagnostics 2018
Country/TerritoryUnited States
CitySan Francisco
Period1/29/181/30/18

Keywords

  • Frequency demodulation
  • Heart rate variability
  • Imaging photoplethysmography

ASJC Scopus subject areas

  • Electronic, Optical and Magnetic Materials
  • Atomic and Molecular Physics, and Optics
  • Biomaterials
  • Radiology Nuclear Medicine and imaging

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