@article{ART003028368},
author={Yeo Chan Yoon},
title={Attention-Based Heart Rate Estimation using MobilenetV3},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2023},
volume={28},
number={12},
pages={1-7},
doi={10.9708/jksci.2023.28.12.001}
TY - JOUR
AU - Yeo Chan Yoon
TI - Attention-Based Heart Rate Estimation using MobilenetV3
JO - Journal of The Korea Society of Computer and Information
PY - 2023
VL - 28
IS - 12
PB - The Korean Society Of Computer And Information
SP - 1
EP - 7
SN - 1598-849X
AB - The advent of deep learning technologies has led to the development of various medical applications, making healthcare services more convenient and effective. Among these applications, heart rate estimation is considered a vital method for assessing an individual's health. Traditional methods, such as photoplethysmography through smart watches, have been widely used but are invasive and require additional hardware. Recent advancements allow for contactless heart rate estimation through facial image analysis, providing a more hygienic and convenient approach. In this paper, we propose a lightweight methodology capable of accurately estimating heart rate in mobile environments, using a specialized 2-channel network structure based on 2D convolution. Our method considers both subtle facial movements and color changes resulting from blood flow and muscle contractions. The approach comprises two major components: an Encoder for analyzing image features and a regression layer for evaluating Blood Volume Pulse. By incorporating both features simultaneously our methodology delivers more accurate results even in computing environments with limited resources. The proposed approach is expected to offer a more efficient way to monitor heart rate without invasive technology, particularly well-suited for mobile devices.
KW - rPPG;Mobile AI;Heart rate Estimation;Healthcare;Video Analysis
DO - 10.9708/jksci.2023.28.12.001
ER -
Yeo Chan Yoon. (2023). Attention-Based Heart Rate Estimation using MobilenetV3. Journal of The Korea Society of Computer and Information, 28(12), 1-7.
Yeo Chan Yoon. 2023, "Attention-Based Heart Rate Estimation using MobilenetV3", Journal of The Korea Society of Computer and Information, vol.28, no.12 pp.1-7. Available from: doi:10.9708/jksci.2023.28.12.001
Yeo Chan Yoon "Attention-Based Heart Rate Estimation using MobilenetV3" Journal of The Korea Society of Computer and Information 28.12 pp.1-7 (2023) : 1.
Yeo Chan Yoon. Attention-Based Heart Rate Estimation using MobilenetV3. 2023; 28(12), 1-7. Available from: doi:10.9708/jksci.2023.28.12.001
Yeo Chan Yoon. "Attention-Based Heart Rate Estimation using MobilenetV3" Journal of The Korea Society of Computer and Information 28, no.12 (2023) : 1-7.doi: 10.9708/jksci.2023.28.12.001
Yeo Chan Yoon. Attention-Based Heart Rate Estimation using MobilenetV3. Journal of The Korea Society of Computer and Information, 28(12), 1-7. doi: 10.9708/jksci.2023.28.12.001
Yeo Chan Yoon. Attention-Based Heart Rate Estimation using MobilenetV3. Journal of The Korea Society of Computer and Information. 2023; 28(12) 1-7. doi: 10.9708/jksci.2023.28.12.001
Yeo Chan Yoon. Attention-Based Heart Rate Estimation using MobilenetV3. 2023; 28(12), 1-7. Available from: doi:10.9708/jksci.2023.28.12.001
Yeo Chan Yoon. "Attention-Based Heart Rate Estimation using MobilenetV3" Journal of The Korea Society of Computer and Information 28, no.12 (2023) : 1-7.doi: 10.9708/jksci.2023.28.12.001
