A comparative study of common steps in video-based remote heart rate detection methods

Video-based remote heart rate detection is a promising technology that can offer convenient and low-cost heart rate monitoring within, but not limited to, the clinical environment, especially when attaching electrodes or pulse oximeters on a person is not possible or convenient. In this work, we exa...

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Bibliographic Details
Main Authors: Dahal, K. (Author), Katsigiannis, S. (Author), Malasinghe, L. (Author), Ramzan, N. (Author)
Format: Article
Language:English
Published: Elsevier Ltd 2022
Subjects:
Online Access:View Fulltext in Publisher
LEADER 02051nam a2200337Ia 4500
001 10.1016-j.eswa.2022.117867
008 220718s2022 CNT 000 0 und d
020 |a 09574174 (ISSN) 
245 1 0 |a A comparative study of common steps in video-based remote heart rate detection methods 
260 0 |b Elsevier Ltd  |c 2022 
856 |z View Fulltext in Publisher  |u https://doi.org/10.1016/j.eswa.2022.117867 
520 3 |a Video-based remote heart rate detection is a promising technology that can offer convenient and low-cost heart rate monitoring within, but not limited to, the clinical environment, especially when attaching electrodes or pulse oximeters on a person is not possible or convenient. In this work, we examined common steps used in video-based remote heart rate detection algorithms, in order to evaluate their effect on the overall performance of the remote heart rate detection pipeline. Various parameters of the examined methods were evaluated on three public and one proprietary dataset in order to establish a video-based remote heart rate detection pipeline that provides the most balanced performance across various diverse datasets. The experimental evaluation demonstrated the effect and contribution of each step and parameter set on the estimation of the heart rate, resulting in an optimal configuration that achieved a best RMSE value of 9.51. © 2022 The Author(s) 
650 0 4 |a Clinical environments 
650 0 4 |a Comparatives studies 
650 0 4 |a Detection methods 
650 0 4 |a Heart 
650 0 4 |a Heart-rate detection 
650 0 4 |a Heart-rate monitoring 
650 0 4 |a Low-costs 
650 0 4 |a Noninvasive medical procedures 
650 0 4 |a Oximeters 
650 0 4 |a Patient monitoring 
650 0 4 |a Performance 
650 0 4 |a Pipelines 
650 0 4 |a Remote heart rate detection 
650 0 4 |a Video-based heart rate detection 
700 1 |a Dahal, K.  |e author 
700 1 |a Katsigiannis, S.  |e author 
700 1 |a Malasinghe, L.  |e author 
700 1 |a Ramzan, N.  |e author 
773 |t Expert Systems with Applications