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Erschienen in: Artificial Life and Robotics 4/2017

31.07.2017 | Original Article

Non-contact video-based estimation of heart rate variability spectrogram from hemoglobin composition

verfasst von: Munenori Fukunishi, Kouki Kurita, Shoji Yamamoto, Norimichi Tsumura

Erschienen in: Artificial Life and Robotics | Ausgabe 4/2017

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Abstract

Non-contact HR measurement is becoming an active research area. Recently, remote photoplethysmography (rPPG) measurement based on simple skin optics model has been proposed and shown to be effective. In this paper, we propose an accurate remote observation of the heart rate (HR) and heart rate variability (HRV) based on hemoglobin component estimation which is based on a detailed skin optics model. We perform experiments to measure subjects at rest and under cognitive stress with the proposed method putting a polarized filter in front of the camera to evaluate the principle of the framework. From the results of the experiments, the proposed method shows a high correlation with the electrocardiograph (ECG) which is assumed as the ground truth. We also evaluate the proposed method without putting any polarized filter and confirm the usefulness for the remote observation of HRV which requires accurate detection of HR.

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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 De Haan G, Jeanne V (2013) Robust pulse rate from chrominance-based rPPG. IEEE Trans Biomed Eng 60(10):2878–2886CrossRef De Haan G, Jeanne V (2013) Robust pulse rate from chrominance-based rPPG. IEEE Trans Biomed Eng 60(10):2878–2886CrossRef
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):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):S14–S15CrossRef
5.
Zurück zum Zitat Akselrod S, Gordon D, Ubel FA, Shannon DC, Berger A, Cohen RJ (1981) Power spectrum analysis of heart rate fluctuation: a quantitative probe of beat-to-beat cardiovascular control. Science 213(4504):220–222CrossRef Akselrod S, Gordon D, Ubel FA, Shannon DC, Berger A, Cohen RJ (1981) Power spectrum analysis of heart rate fluctuation: a quantitative probe of beat-to-beat cardiovascular control. Science 213(4504):220–222CrossRef
6.
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
7.
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 82990O–82990O 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 82990O–82990O
8.
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):3048–3059CrossRefMathSciNet 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):3048–3059CrossRefMathSciNet
9.
Zurück zum Zitat Tsumura N, Ojima N, Sato K, Shiraishi M, Shimizu H, Nabeshima H, Akazaki S, Hori K, Miyake Y (2003) Image-based skin color and texture analysis/synthesis by extracting hemoglobin and melanin information in the skin. ACM Trans Graphics 22(3):770–779CrossRef Tsumura N, Ojima N, Sato K, Shiraishi M, Shimizu H, Nabeshima H, Akazaki S, Hori K, Miyake Y (2003) Image-based skin color and texture analysis/synthesis by extracting hemoglobin and melanin information in the skin. ACM Trans Graphics 22(3):770–779CrossRef
10.
Zurück zum Zitat Hiroka M, Firbank M, Essenpreis M, Cope M, Arrige SR, Zee PVD, Delpy DT (1993) A Monte Carlo investigation of optical pathlength in inhomogeneous tissue and its application to near-infrared spectroscopy. Phys Med Biol 38:1859–1876CrossRef Hiroka M, Firbank M, Essenpreis M, Cope M, Arrige SR, Zee PVD, Delpy DT (1993) A Monte Carlo investigation of optical pathlength in inhomogeneous tissue and its application to near-infrared spectroscopy. Phys Med Biol 38:1859–1876CrossRef
11.
Zurück zum Zitat Martinez B, Valstar MF, Binefa X, Pantic M (2013) Local evidence aggregation for regression-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 regression-based facial point detection. IEEE Trans Pattern Anal Mach Intell 35(5):1149–1163CrossRef
12.
Zurück zum Zitat Tarvainen MP, Ranta-aho PO, Karjalainen PA (2002) An advanced detrending method with application to HRV analysis. IEEE Trans Biomed Eng 49(2):172–175CrossRef Tarvainen MP, Ranta-aho PO, Karjalainen PA (2002) An advanced detrending method with application to HRV analysis. IEEE Trans Biomed Eng 49(2):172–175CrossRef
13.
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
14.
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
Metadaten
Titel
Non-contact video-based estimation of heart rate variability spectrogram from hemoglobin composition
verfasst von
Munenori Fukunishi
Kouki Kurita
Shoji Yamamoto
Norimichi Tsumura
Publikationsdatum
31.07.2017
Verlag
Springer Japan
Erschienen in
Artificial Life and Robotics / Ausgabe 4/2017
Print ISSN: 1433-5298
Elektronische ISSN: 1614-7456
DOI
https://doi.org/10.1007/s10015-017-0382-1

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