Video Analytic Based Health Monitoring for Driver in Moving Vehicle by Extracting Effective Heart Rate Inducing Features
Joint Authors
Ko, Hanseok
Lee, Kanghyu
Han, David K.
Source
Journal of Advanced Transportation
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-12-02
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
We propose a novel remote heart rate (HR) estimation method using facial images based on video analytics.
Most of previous methods have been demonstrated in well-controlled indoor environments.
In contrast, this paper proposes a practical video analytic framework under actual driving conditions by extracting key HR inducing features.
In particular, when cars are driven, effective and stable HR estimation becomes challenging as there are many dynamic elements, such as rapid illumination changes, vibrations, and ambient lighting that can exist in the vehicle interior.
To overcome those disturbances of HR estimation, the driver face region is first detected and cropped to the region of interest (RoI).
Second, the components related to HR are extracted from mixed noisy components using ensemble empirical mode decomposition (EEMD).
Finally, the extracted signal is analyzed in frequency domain and smoothed with temporal filtering.
To verify our approach, the proposed method is compared with recent prominent methods employing a public HCI dataset.
It has been demonstrated that the proposed approach delivers superior performance under driving conditions using Bland-Altman plots.
American Psychological Association (APA)
Lee, Kanghyu& Han, David K.& Ko, Hanseok. 2018. Video Analytic Based Health Monitoring for Driver in Moving Vehicle by Extracting Effective Heart Rate Inducing Features. Journal of Advanced Transportation،Vol. 2018, no. 2018, pp.1-9.
https://search.emarefa.net/detail/BIM-1181760
Modern Language Association (MLA)
Lee, Kanghyu…[et al.]. Video Analytic Based Health Monitoring for Driver in Moving Vehicle by Extracting Effective Heart Rate Inducing Features. Journal of Advanced Transportation No. 2018 (2018), pp.1-9.
https://search.emarefa.net/detail/BIM-1181760
American Medical Association (AMA)
Lee, Kanghyu& Han, David K.& Ko, Hanseok. Video Analytic Based Health Monitoring for Driver in Moving Vehicle by Extracting Effective Heart Rate Inducing Features. Journal of Advanced Transportation. 2018. Vol. 2018, no. 2018, pp.1-9.
https://search.emarefa.net/detail/BIM-1181760
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1181760