Search Results for author: Kegang Wang

Found 6 papers, 5 papers with code

Memory-efficient Low-latency Remote Photoplethysmography through Temporal-Spatial State Space Duality

1 code implementation2 Apr 2025 Kegang Wang, Jiankai Tang, Yuxuan Fan, Jiatong Ji, Yuanchun Shi, Yuntao Wang

Remote photoplethysmography (rPPG), enabling non-contact physiological monitoring through facial light reflection analysis, faces critical computational bottlenecks as deep learning introduces performance gains at the cost of prohibitive resource demands.

A Plug-and-Play Temporal Normalization Module for Robust Remote Photoplethysmography

1 code implementation22 Nov 2024 Kegang Wang, Jiankai Tang, Yantao Wei, Mingxuan Liu, Xin Liu, Yuntao Wang

Remote photoplethysmography (rPPG) extracts PPG signals from subtle color changes in facial videos, showing strong potential for health applications.

Spiking-PhysFormer: Camera-Based Remote Photoplethysmography with Parallel Spike-driven Transformer

1 code implementation7 Feb 2024 Mingxuan Liu, Jiankai Tang, Yongli Chen, Haoxiang Li, Jiahao Qi, Siwei Li, Kegang Wang, Jie Gan, Yuntao Wang, Hong Chen

Additionally, the power consumption of the transformer block is reduced by a factor of 12. 2, while maintaining decent performance as PhysFormer and other ANN-based models.

ALPHA: AnomaLous Physiological Health Assessment Using Large Language Models

1 code implementation21 Nov 2023 Jiankai Tang, Kegang Wang, Hongming Hu, Xiyuxing Zhang, Peiyu Wang, Xin Liu, Yuntao Wang

Our findings reveal that LLMs exhibit exceptional performance in determining medical indicators, including a Mean Absolute Error (MAE) of less than 1 beat per minute for heart rate and less than 1% for oxygen saturation (SpO2).

Heart rate estimation Specificity

Camera-Based HRV Prediction for Remote Learning Environments

1 code implementation7 May 2023 Kegang Wang, Yantao Wei, Jiankai Tang, Yuntao Wang, Mingwen Tong, Jie Gao, YuJian Ma, ZhongJin Zhao

In recent years, due to the widespread use of internet videos, remote photoplethysmography (rPPG) has gained more and more attention in the fields of affective computing.

Computational Efficiency Heart Rate Variability +1

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