Skip to main content
Erschienen in: Artificial Life and Robotics 1/2018

16.09.2017 | Original Article

Improvements in remote video based estimation of heart rate variability using the Welch FFT method

verfasst von: Munenori Fukunishi, Daniel Mcduff, Norimichi Tsumura

Erschienen in: Artificial Life and Robotics | Ausgabe 1/2018

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Non-contact heart rate and heart rate variability measurements have applications in healthcare and affective computing. Recently, a system utilizing a five-band camera (RGBCO: red, green, blue, cyan, orange) was proposed, and shown to improve both remote measurement of heart rate and heart rate variability over an RGB camera. In this paper, we propose an improved method for video-based estimation of heart rate variability. We introduce three advancements over previous work utilizing five-band cameras: (1) an adaptive non-rectangular region of interest identified using automatically detected facial feature points, (2) improved peak detection within the blood volume pulse (BVP) signal, and (3) improved HRV calculation using the Welch periodogram. We apply our method to a test dataset of subjects at rest and under cognitive stress and show qualitative improvements in the stability of HRV spectrogram estimation. Although we evaluate our method using a five-band camera, the method could be applied to video recorded with any camera.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Literatur
1.
Zurück zum Zitat Verkruysse W, Svaasand LO, Nelson JS (2008) Remote plethysmographic imaging using ambient light. Opt Express 16(26):21434–21445CrossRef Verkruysse W, Svaasand LO, Nelson JS (2008) Remote plethysmographic imaging using ambient light. Opt Express 16(26):21434–21445CrossRef
2.
Zurück zum Zitat Poh M-Z, McDuff DJ, Picard RW (2010) Non-contact, automated cardiac pulse measurements using video imaging and blind source separation. Opt Express 18(10):10762–10774CrossRef Poh M-Z, McDuff DJ, Picard RW (2010) Non-contact, automated cardiac pulse measurements using video imaging and blind source separation. Opt Express 18(10):10762–10774CrossRef
3.
Zurück zum Zitat Poh M-Z, McDuff D, Picard RW (2011) Advancements in noncontact, multiparameter physiological measurements using a webcam. IEEE Trans Biomed Eng 58(1):7–11CrossRef Poh M-Z, McDuff D, Picard RW (2011) Advancements in noncontact, multiparameter physiological measurements using a webcam. IEEE Trans Biomed Eng 58(1):7–11CrossRef
4.
Zurück zum Zitat Pagani M, Furlan R, Pizzinelli P, Crivellaro W, Cerutti S, Malliani A (1989) Spectral analysis of R-R and arterial pressure variabilities to assess sympatho-vagal interaction during mental stress in humans. J Hypertens 7(Suppl 6):S14–S15CrossRef Pagani M, Furlan R, Pizzinelli P, Crivellaro W, Cerutti S, Malliani A (1989) Spectral analysis of R-R and arterial pressure variabilities to assess sympatho-vagal interaction during mental stress in humans. J Hypertens 7(Suppl 6):S14–S15CrossRef
5.
Zurück zum Zitat McDuff D, Gontarek S, Picard RW (2014) Improvements in remote cardio-pulmonary measurement using a five band digital camera. IEEE Trans Biomed Eng 61(10):2593–2601CrossRef McDuff D, Gontarek S, Picard RW (2014) Improvements in remote cardio-pulmonary measurement using a five band digital camera. IEEE Trans Biomed Eng 61(10):2593–2601CrossRef
6.
Zurück zum Zitat Monno Y, Tanaka M, Okutomi M (2012) Multispectral demosaicking using guided filter. In: IS&T/SPIE electronic imaging. International society for optics and photonics, pp 82 990O-82 990O Monno Y, Tanaka M, Okutomi M (2012) Multispectral demosaicking using guided filter. In: IS&T/SPIE electronic imaging. International society for optics and photonics, pp 82 990O-82 990O
7.
Zurück zum Zitat MonnoY Kikuchi S, Tanaka M, Okutomi M (2015) A practical one-shot multispectral imaging system using a single image sensor. IEEE Trans Image Process 24(10):3048–3059MathSciNetCrossRef MonnoY Kikuchi S, Tanaka M, Okutomi M (2015) A practical one-shot multispectral imaging system using a single image sensor. IEEE Trans Image Process 24(10):3048–3059MathSciNetCrossRef
8.
Zurück zum Zitat Lomb N (1976) Least-squares frequency analysis of unequally spaced data. Astrophys Space Sci 39(2):447–462CrossRef Lomb N (1976) Least-squares frequency analysis of unequally spaced data. Astrophys Space Sci 39(2):447–462CrossRef
9.
Zurück zum Zitat Scargle JD (1982) Studies in astronomical time series analysis II-statistical aspects of spectral analysis of unevenly spaced data. Astrophys J 1:835–853CrossRef Scargle JD (1982) Studies in astronomical time series analysis II-statistical aspects of spectral analysis of unevenly spaced data. Astrophys J 1:835–853CrossRef
10.
Zurück zum Zitat Press William H, Rybicki George B (1989) Fast algorithm for spectral analysis of unevenly sampled data. Astrophys J 338:277–280CrossRef Press William H, Rybicki George B (1989) Fast algorithm for spectral analysis of unevenly sampled data. Astrophys J 338:277–280CrossRef
11.
Zurück zum Zitat Schulz M, Stattegger K (1997) Spectrum: spectral analysis of unevenly spaced paleoclimatic time series. Comput Geosci 23(9):929–945CrossRef Schulz M, Stattegger K (1997) Spectrum: spectral analysis of unevenly spaced paleoclimatic time series. Comput Geosci 23(9):929–945CrossRef
12.
Zurück zum Zitat Welch P (1967) The use of fast Fourier transform for the estimation of power spectra: a method based on time averaging over short, modified periodograms. IEEE Trans Audio Electroacoust 15(2):70–73CrossRef Welch P (1967) The use of fast Fourier transform for the estimation of power spectra: a method based on time averaging over short, modified periodograms. IEEE Trans Audio Electroacoust 15(2):70–73CrossRef
13.
Zurück zum Zitat Martinez B, Valstar MF, Binefa X, Pantic M (2013) Local evidence aggregation for re-gression-based facial point detection. IEEE Trans Pattern Anal Mach Intell 35(5):1149–1163CrossRef Martinez B, Valstar MF, Binefa X, Pantic M (2013) Local evidence aggregation for re-gression-based facial point detection. IEEE Trans Pattern Anal Mach Intell 35(5):1149–1163CrossRef
14.
Zurück zum Zitat Kazemi V, Sullivan J (2014) One millisecond face alignment with an ensemble of regression trees. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp 1867–1874 Kazemi V, Sullivan J (2014) One millisecond face alignment with an ensemble of regression trees. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp 1867–1874
15.
Zurück zum Zitat De Haan G, Jeanne V (2013) Robust pulse rate from chrominance-based rPPG. IEEE Trans Biomed Engineering 60(10):2878–2886CrossRef De Haan G, Jeanne V (2013) Robust pulse rate from chrominance-based rPPG. IEEE Trans Biomed Engineering 60(10):2878–2886CrossRef
16.
Zurück zum Zitat Wang Wenjin, den Brinker Albertus C, Stuijk Sander, de Haan Gerard (2017) Algorithmic principles of remote PPG. IEEE Trans Biomed Eng 64(7):1479–1491 Wang Wenjin, den Brinker Albertus C, Stuijk Sander, de Haan Gerard (2017) Algorithmic principles of remote PPG. IEEE Trans Biomed Eng 64(7):1479–1491
Metadaten
Titel
Improvements in remote video based estimation of heart rate variability using the Welch FFT method
verfasst von
Munenori Fukunishi
Daniel Mcduff
Norimichi Tsumura
Publikationsdatum
16.09.2017
Verlag
Springer Japan
Erschienen in
Artificial Life and Robotics / Ausgabe 1/2018
Print ISSN: 1433-5298
Elektronische ISSN: 1614-7456
DOI
https://doi.org/10.1007/s10015-017-0393-y

Weitere Artikel der Ausgabe 1/2018

Artificial Life and Robotics 1/2018 Zur Ausgabe

Neuer Inhalt