Facial camera-based heart rate estimation using r-PPG convolutional neural networks

Mohamed Moustafa, Joseph Lemley, & Peter Corcoran. (2023, August 29). Facial camera-based heart rate estimation using r-PPG convolutional neural networks. Irish Mahine Vision and Image Processing Conference 2023 (IMVIP2023), University of Galway, Ireland. https://doi.org/10.5281/zenodo.8309793

Abstract

This paper aims to study whether the heart signal loss is necessarily an indicator of heart rate prediction performance of supervised deep learning models trained to extract the heart signal (r-PPG signal) from face video. We present the findings of our study, where we trained and tested three state-of-the-art deep neural convolutional network architectures on publicly available datasets.

Funder

Irish Research Council
Xperi Corporation

Publisher

Irish Machine Vision and Image Processing Conference

Collections

Electrical and Electronic Engineering (Conference Papers)