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Artificial Intelligence in Remote Photoplethysmography: Remote Heart Rate Estimation from Video Images

2021
This chapter aims to introduce remote heart rate estimation from video images, which is considered to be a cost-effective and comfortable method with great potential to become a supplementary medical modality or for daily health care. The principle of remote photoplethysmography signal extraction via video is first illustrated alongside early attempts ...
Zhaolin Qiu   +4 more
openaire   +1 more source

IDTL-rPPG: Remote heart rate estimation using instance-based deep transfer learning

Biomedical Signal Processing and Control
Haoyuan Gao   +3 more
openaire   +3 more sources

Remote Estimation of Heart Rate Based on Multi-Scale Facial ROIs

2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2020
While most rPPG approaches extract the pulse signals based on single facial region of interest (ROI), this research proposes a new method to extract pulse signals from ROIs with multiple scales. The idea is that rich pulse features can be extracted by varying ROI scales and combining these features would contribute to the accuracy improvement.
Changchen Zhao   +4 more
openaire   +1 more source

Supervised learning approach to remote heart rate estimation from facial videos

2015 11th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition (FG), 2015
A supervised machine learning approach to remote video-based heart rate (HR) estimation is proposed. We demonstrate the possibility of training a discriminative statistical model to estimate the Blood Volume Pulse signal (BVP) from the human face using ambient light and any off-the-shelf webcam.
Ahmed Osman   +2 more
openaire   +1 more source

Remote Heart Rate Estimation Based on ROI Extraction

2023 16th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI), 2023
Wei Jian, Yuqi Zhang, Ke Hu
openaire   +1 more source

Remote Heart Rate Estimation by Signal Quality Attention Network

2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2022
Haoyuan Gao   +3 more
openaire   +1 more source

Heart Rate Estimation Using Remote Photoplethysmography and Deep Learning

2023 International Conference on Digital Applications, Transformation & Economy (ICDATE), 2023
Ru Jing Lee   +4 more
openaire   +1 more source

ALPINE: Improving Remote Heart Rate Estimation using Contrastive Learning

2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2023
Lokendra Birla   +3 more
openaire   +1 more source

Remote heart rate estimation via convolutional neural networks with transformers

Journal of the Franklin Institute, 2023
Zongheng Guo   +6 more
openaire   +1 more source

Hyperbolic embedding steered spatiotemporal graph convolutional network for video-based remote heart rate estimation

Engineering Applications of Artificial Intelligence, 2023
Hang Shao, Chuanfei Hu
exaly  

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