Driver emotions recognition based on improved faster R-CNN and neural architectural search network

K Zaman, Z Sun, SM Shah, M Shoaib, L Pei, A Hussain - Symmetry, 2022 - mdpi.com
It is critical for intelligent vehicles to be capable of monitoring the health and well-being of
the drivers they transport on a continuous basis. This is especially true in the case of …

MMA-Net: Multi-view mixed attention mechanism for facial action unit detection

Z Shang, C Du, B Li, Z Yan, L Yu - Pattern Recognition Letters, 2023 - Elsevier
Facial action units (AU) have strong mutual correlation. How to explore fine-grained AU
regional features from different dimensions while adding inter-AU correlational information is …

A novel dual-channel graph convolutional neural network for facial action unit recognition

X Jia, S Xu, Y Zhou, L Wang, W Li - Pattern Recognition Letters, 2023 - Elsevier
Abstract Facial Action Unit (AU) recognition is a challenging problem, where the subtle
muscle movement brings diverse AU representations. Recently, AU relations are utilized to …

MGRR-Net: Multi-level Graph Relational Reasoning Network for Facial Action Unit Detection

X Ge, JM Jose, S Xu, X Liu, H Han - ACM Transactions on Intelligent …, 2024 - dl.acm.org
The Facial Action Coding System (FACS) encodes the action units (AUs) in facial images,
which has attracted extensive research attention due to its wide use in facial expression …

Graph Construction using Principal Axis Trees for Simple Graph Convolution

M Alshammari, J Stavrakakis, AF Ahmed… - arXiv preprint arXiv …, 2023 - arxiv.org
Graph Neural Networks (GNNs) are increasingly becoming the favorite method for graph
learning. They exploit the semi-supervised nature of deep learning, and they bypass …

Supervised contrastive learning with identity-label embeddings for facial action unit recognition

T Lian, D Adama, P Machado, D Vinkemeier - 2023 - irep.ntu.ac.uk
Facial expression analysis is a crucial area of research for understanding human emotions.
One important approach to this is the automatic detection of facial action units (AUs), which …

Anxiety, Sports Motivation, and Coping Styles Based on Sports Competition Video Analysis

F Liu - Applied Mathematics and Nonlinear Sciences, 2023 - sciendo.com
Emotional problems such as anxiety, stress and tension may have a long-term impact on
athletes' competitive performance and physical and mental health. The identification method …

[PDF][PDF] Driver Emotions Recognition Based on Improved Faster R-CNN and Neural Architectural Search Network. Symmetry 2022, 14, 687

K Zaman, Z Sun, SM Shah, M Shoaib, L Pei, A Hussain - 2022 - academia.edu
It is critical for intelligent vehicles to be capable of monitoring the health and well-being of
the drivers they transport on a continuous basis. This is especially true in the case of …

The Application of Graph Neural Network Based on Multi-Head Attention Optimization in Information Recommendation Systems

Y Li - 2023 - researchsquare.com
This study proposes a group information recommendation (GIR) model to accurately and
comprehensively explore group preferences and enhances complex groups' …