IEEE

Enhanced Facial Emotion Recognition using Deep Learning Techniques: A Comprehensive Analysis and Implementation

Abstract: In recent years, deep learning approaches for facial expression recognition have gained significant momentum across various domains, including healthcare, security, and entertainment. These ...
IEEE

Emotion Recognition based on Multimodal Physiological Signals using a CNN-Transformer Model

Abstract: Emotion recognition technology has been receiving significant attention as a potential solution for addressing mental health issues in recent years. Transformer is a deep learning model ...
IEEE

STRFLNet: Spatio-Temporal Representation Fusion Learning Network for EEG-Based Emotion Recognition

Abstract: Electroencephalography (EEG)-based emotion recognition is essential for medical assistance and human-computer interaction. Although deep learning-based emotion recognition methods have ...
Frontiers

Exploring physical and functional EEG connectivity with multilayer graph transformer convolutional networks for emotion recognition

1 School of Automation, Nanjing University of Science and Technology, Nanjing, Jiangsu, China 2 School of Engineering, University of Birmingham, Birmingham, United Kingdom Electroencephalogram ...
IEEE

An Adaptive Human–Robot Interaction Framework Using Real-Time Emotion Recognition and Context-Aware Task Planning

Abstract: Existing approaches often operate poorly in noisy or occluded conditions, rely on cloud-based inference subject to latency and privacy issues, and do not take emotional context into ...
IEEE

Lightweight Deep Learning Models for Facial Emotion Recognition: A Comparative Study

Abstract: Facial emotion recognition has played a significant role in applications of artificial intelligence, enabling the detection and recognition of human facial emotions for diverse societal ...
IEEE

Hybrid Deep Learning Algorithm for Real-Time Emotion Detection from Facial Expressions

Abstract: Effective and real-time facial expression detection is becoming increasingly crucial in affective computing, intelligent user interfaces, and mental health screening to comprehend human ...
IEEE

Speech Emotion Recognition using Deep Learning

Abstract: Speech Emotion Recognition (SER) is an emerging field that involves recognizing emotions conveyed in speech. Emotions expressed through speech can greatly impact decision-making. This paper ...
IEEE

Deep Learning based Facial Emotion Detection with CNN and FER Models

Abstract: The deep learning framework for facial emotion recognition (FER) using a convolutional neural network (CNN) architecture is described in this research. The model uses data augmentation and ...