A Comparative Evaluation of Heart Rate Estimation Methods using Face Videos
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Abstract (arXiv)
This paper presents a comparative evaluation of methods for remote heart rate estimation using face videos, i.e., given a video sequence of the face as input, methods to process it to obtain a robust estimation of the subjects heart rate at each moment. Four alternatives from the literature are tested, three based in hand crafted approaches and one based on deep learning. The methods are compared using RGB videos from the COHFACE database. Experiments show that the learning-based method achieves much better accuracy than the hand crafted ones. The low error rate achieved by the learning based model makes possible its application in real scenarios, e.g. in medical or sports environments.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 22 May 2020.
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Citing papers per year: 2021: 2; 2022: 0; 2023: 2; 2024: 1; 2025: 1.
6 papers.
- 2021ALEBk: Feasibility Study of Attention Level Estimation via Blink Detection applied to e-Learningcited by 13
- 2021Introduction to Presentation Attack Detection in Face Biometrics and Recent Advancescited by 11
- 2024DeepFace-Attention: Multimodal Face Biometrics for Attention Estimation with Application to e-Learningcited by 7
- 2025AI-based Multimodal Biometrics for Detecting Smartphone Distractions: Application to Online Learningcited by 6
- 2023Your smartphone could act as a pulse-oximeter and as a single-lead ECGcited by 3
- 2023PAD-Phys: Exploiting Physiology for Presentation Attack Detection in Face Biometricscited by 1
- 2025AI-based Multimodal Biometrics for Detecting Smartphone Distractions: Application to Online Learning20 Jun 2025
- 2024DeepFace-Attention: Multimodal Face Biometrics for Attention Estimation with Application to e-Learning10 Aug 2024
- 2023PAD-Phys: Exploiting Physiology for Presentation Attack Detection in Face Biometrics3 Oct 2023
- 2023Your smartphone could act as a pulse-oximeter and as a single-lead ECG21 May 2023
- 2021ALEBk: Feasibility Study of Attention Level Estimation via Blink Detection applied to e-Learning16 Dec 2021
- 2021Introduction to Presentation Attack Detection in Face Biometrics and Recent Advances23 Nov 2021