Skip to main content
Top

2020 | OriginalPaper | Chapter

Improvement of Environment and Camera Setting on Extraction of Heart Rate Using Eulerian Video Magnification

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Non-contact heart rate measurement has been widely utilized in multiple applications. The Eulerian Video Magnification algorithm proposed by MIT CSAIL group in 2012 can be used to magnify the subtle color variation and small motion in videos and can be used to extract cardio-features through photoplethysmography method. In this study, we intend to improve the accuracy of heart rate prediction for the Eulerian Video Magnification method. With the selected region of interest and the peak detection algorithm, we found out that the signal of the Y component in YIQ color spectrum is more consistent than that of the I component in terms of heart rate estimation. The result also demonstrated that the heart rate extracted under 30 frames per second (fps) was more accurate than which extracted under 60 fps. With an illumination level higher than 1500 lx and a frame rate of 30 fps, the error of heart rate extraction compared to oximeter measurement was 5% while using GoPro Hero 6 for recording. Further data processing and false peak detection are necessary for accurate heart rate variability characterization.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Poh, M.-Z., McDuff, D.J., Picard, R.W.: Non-contact, automated cardiac pulse measurements using video imaging and blind source separation. Opt. Exp. 18(10), 10762–10774 (2010)CrossRef Poh, M.-Z., McDuff, D.J., Picard, R.W.: Non-contact, automated cardiac pulse measurements using video imaging and blind source separation. Opt. Exp. 18(10), 10762–10774 (2010)CrossRef
2.
go back to reference Poh, M.-Z., McDuff, D.J., Picard, R.W.: Advancements in noncontact, multiparameter physiological measurements using a webcam. IEEE Trans. Biomed. Eng. 58(1), 7–11 (2011)CrossRef Poh, M.-Z., McDuff, D.J., Picard, R.W.: Advancements in noncontact, multiparameter physiological measurements using a webcam. IEEE Trans. Biomed. Eng. 58(1), 7–11 (2011)CrossRef
3.
go back to reference Wu, H.-Y., et al.: Eulerian video magnification for revealing subtle changes in the world (2012)CrossRef Wu, H.-Y., et al.: Eulerian video magnification for revealing subtle changes in the world (2012)CrossRef
4.
go back to reference Gambi, E., et al.: Heart rate detection using Microsoft Kinect: validation and comparison to wearable devices. Sensors 17(8), 1776 (2017)CrossRef Gambi, E., et al.: Heart rate detection using Microsoft Kinect: validation and comparison to wearable devices. Sensors 17(8), 1776 (2017)CrossRef
5.
go back to reference Viola, P., Jones, M.: Rapid object detection using a boosted cascade of simple features. In: Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2001, vol. 1. IEEE (2001) Viola, P., Jones, M.: Rapid object detection using a boosted cascade of simple features. In: Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2001, vol. 1. IEEE (2001)
Metadata
Title
Improvement of Environment and Camera Setting on Extraction of Heart Rate Using Eulerian Video Magnification
Authors
Bo-Yu Huang
Chi-Lun Lin
Copyright Year
2020
DOI
https://doi.org/10.1007/978-3-030-30636-6_52