JOURNAL ARTICLE

Bounded Kalman filter method for motion-robust, non-contact heart rate estimation

Sakthi Kumar Arul PrakashConrad S. Tucker

Year: 2018 Journal:   Biomedical Optics Express Vol: 9 (2)Pages: 873-873   Publisher: Optica Publishing Group

Abstract

The authors of this work present a real-time measurement of heart rate across different lighting conditions and motion categories. This is an advancement over existing remote Photo Plethysmography (rPPG) methods that require a static, controlled environment for heart rate detection, making them impractical for real-world scenarios wherein a patient may be in motion, or remotely connected to a healthcare provider through telehealth technologies. The algorithm aims to minimize motion artifacts such as blurring and noise due to head movements (uniform, random) by employing i) a blur identification and denoising algorithm for each frame and ii) a bounded Kalman filter technique for motion estimation and feature tracking. A case study is presented that demonstrates the feasibility of the algorithm in non-contact estimation of the pulse rate of subjects performing everyday head and body movements. The method in this paper outperforms state of the art rPPG methods in heart rate detection, as revealed by the benchmarked results.

Keywords:
Kalman filter Bounded function Computer science Computer vision Ensemble Kalman filter Extended Kalman filter Artificial intelligence Mathematics Mathematical analysis

Metrics

59
Cited By
3.28
FWCI (Field Weighted Citation Impact)
52
Refs
0.91
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Non-Invasive Vital Sign Monitoring
Physical Sciences →  Engineering →  Biomedical Engineering
Heart Rate Variability and Autonomic Control
Health Sciences →  Medicine →  Cardiology and Cardiovascular Medicine
Cardiovascular Health and Disease Prevention
Health Sciences →  Medicine →  Cardiology and Cardiovascular Medicine

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