Heart rate estimation using facial video: A review
Document type :
Article dans une revue scientifique
Title :
Heart rate estimation using facial video: A review
Author(s) :
Hassan, M.A. [Auteur]
Laboratoire d'Electronique, d'Informatique et d'Image [EA 7508] [Le2i]
Malik, A.S. [Auteur]
Fofi, D. [Auteur]
Laboratoire d'Electronique, d'Informatique et d'Image [EA 7508] [Le2i]
Saad, N. [Auteur]
Institut d’Électronique, de Microélectronique et de Nanotechnologie - UMR 8520 [IEMN]
Karasfi, B. [Auteur]
Ali, Y.S. [Auteur]
Meriaudeau, F. [Auteur]
Laboratoire d'Electronique, d'Informatique et d'Image [EA 7508] [Le2i]
Malik, A.S. [Auteur]
Fofi, D. [Auteur]
Laboratoire d'Electronique, d'Informatique et d'Image [EA 7508] [Le2i]
Saad, N. [Auteur]
Institut d’Électronique, de Microélectronique et de Nanotechnologie - UMR 8520 [IEMN]
Karasfi, B. [Auteur]
Ali, Y.S. [Auteur]
Meriaudeau, F. [Auteur]
Journal title :
Biomedical Signal Processing and Control
Pages :
346 - 360
Publisher :
Elsevier
Publication date :
2017-09-01
ISSN :
1746-8094
English keyword(s) :
System
Rppg
Ppg
Noncontact
Heart rate measurement
Photoplethysmography
Ballistocardiography
Non-contact
Facial imaging
Camera
Webcam
Consensus
Rppg
Ppg
Noncontact
Heart rate measurement
Photoplethysmography
Ballistocardiography
Non-contact
Facial imaging
Camera
Webcam
Consensus
HAL domain(s) :
Sciences du Vivant [q-bio]/Ingénierie biomédicale
English abstract : [en]
Photoplethysmography and Ballistocardiography are two concepts that are used to measure heart rate from human, by using facial videos. Heart rate estimation is essential to determine the physiological and pathological state ...
Show more >Photoplethysmography and Ballistocardiography are two concepts that are used to measure heart rate from human, by using facial videos. Heart rate estimation is essential to determine the physiological and pathological state of a person. This paper presents a critical review of digital camera based heart rate estimating method on facial skin. This review extends the investigation on to the principles and theory behind photoplethysmography and ballistocardiography. The article contains reviews on the significance of the methods and contributions to overcome challenges such as; poor signal strength, illumination variance, and motion variance. The experiments were conducted to validate the state of the art methods on a challenging database that is available publicly. The implemented methods were validated using the database, on 27 subjects for a range of skin tones from pearl white, fair, olive to black. The results were computed using statistical methods such as: mean error, standard deviation, the root mean square error, Pearson correlation coefficient, and Bland-Altman analysis. The results derived from the experiments showed the reliability of the state of the art methods and provided direction to improve for situations involving illumination variance and motion variance. (C) 2017 Elsevier Ltd. All rights reserved.Show less >
Show more >Photoplethysmography and Ballistocardiography are two concepts that are used to measure heart rate from human, by using facial videos. Heart rate estimation is essential to determine the physiological and pathological state of a person. This paper presents a critical review of digital camera based heart rate estimating method on facial skin. This review extends the investigation on to the principles and theory behind photoplethysmography and ballistocardiography. The article contains reviews on the significance of the methods and contributions to overcome challenges such as; poor signal strength, illumination variance, and motion variance. The experiments were conducted to validate the state of the art methods on a challenging database that is available publicly. The implemented methods were validated using the database, on 27 subjects for a range of skin tones from pearl white, fair, olive to black. The results were computed using statistical methods such as: mean error, standard deviation, the root mean square error, Pearson correlation coefficient, and Bland-Altman analysis. The results derived from the experiments showed the reliability of the state of the art methods and provided direction to improve for situations involving illumination variance and motion variance. (C) 2017 Elsevier Ltd. All rights reserved.Show less >
Language :
Anglais
Peer reviewed article :
Oui
Audience :
Internationale
Popular science :
Non
Source :