Heart Rate Estimation from Noisy PPGs Using 1D/2D Conversion and Transfer Learning

Author:

Dark Emil1ORCID,Saleem Umer1ORCID,Lämsä Arttu2,Álvarez Casado Constantino3ORCID,Bordallo López Miguel4ORCID

Affiliation:

1. VTT Technical Research Centre of Finland Ltd., Finland

2. VTT Technical Research Centre of Finland Ltd, Finland

3. Center for Machine Vision and Signal Analysis, University of Oulu, Finland

4. Center for Machine Vision and Signal Analysis, University of Oulu, Finland and VTT Technical Research Centre of Finland Ltd., Finland

Funder

the Academy of Finland 6G Flagship program

ECSEL Joint Undertaking (JU) - InSecTT

PROFI5 HiDyn

Publisher

ACM

Reference29 articles.

1. Meditation Detection Using Sensors from Wearable Devices

2. Peter Bermant . 2021. BioCPPNet: automatic bioacoustic source separation with deep neural networks. Scientific Reports 11 (12 2021 ), 23502. https://doi.org/10.1038/s41598-021-02790-2 10.1038/s41598-021-02790-2 Peter Bermant. 2021. BioCPPNet: automatic bioacoustic source separation with deep neural networks. Scientific Reports 11 (12 2021), 23502. https://doi.org/10.1038/s41598-021-02790-2

3. Alessio Burrello , Daniele Jahier Pagliari , Matteo Risso , Simone Benatti , Enrico Macii , Luca Benini , and Massimo Poncino . 2021. Q-PPG: Energy-Efficient PPG-based Heart Rate Monitoring on Wearable Devices . IEEE Transactions on Biomedical Circuits and Systems PP ( 10 2021 ), 1–1. https://doi.org/10.1109/TBCAS.2021.3122017 10.1109/TBCAS.2021.3122017 Alessio Burrello, Daniele Jahier Pagliari, Matteo Risso, Simone Benatti, Enrico Macii, Luca Benini, and Massimo Poncino. 2021. Q-PPG: Energy-Efficient PPG-based Heart Rate Monitoring on Wearable Devices. IEEE Transactions on Biomedical Circuits and Systems PP (10 2021), 1–1. https://doi.org/10.1109/TBCAS.2021.3122017

4. Constantino Alvarez Casado and Miguel Bordallo López . 2022. Face2PPG: An unsupervised pipeline for blood volume pulse extraction from faces. arXiv preprint arXiv: 2202 .04101 ( 2022 ). Constantino Alvarez Casado and Miguel Bordallo López. 2022. Face2PPG: An unsupervised pipeline for blood volume pulse extraction from faces. arXiv preprint arXiv:2202.04101 (2022).

5. Constantino Álvarez Casado , Manuel Lage Cañellas , and Miguel Bordallo López . 2022. Depression Recognition using Remote Photoplethysmography from Facial Videos. arXiv preprint arXiv:2206.04399 ( 2022 ). Constantino Álvarez Casado, Manuel Lage Cañellas, and Miguel Bordallo López. 2022. Depression Recognition using Remote Photoplethysmography from Facial Videos. arXiv preprint arXiv:2206.04399 (2022).

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