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EEG Emotion Recognition

Emotion Recognition using EEG signals

Papers

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Showing 1–35 of 35 papers

TitleStatusHype
Feature Fusion Based on Mutual-Cross-Attention Mechanism for EEG Emotion RecognitionCode2
MEEG and AT-DGNN: Improving EEG Emotion Recognition with Music Introducing and Graph-based LearningCode2
EmT: A Novel Transformer for Generalized Cross-subject EEG Emotion RecognitionCode2
GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion RecognitionCode1
LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer InterfaceCode1
MASA-TCN: Multi-anchor Space-aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion RecognitionCode1
EEG-Based Emotion Recognition Using Regularized Graph Neural NetworksCode1
Evaluation in EEG Emotion Recognition: State-of-the-Art Review and Unified FrameworkCode1
Evaluation of Interpretability for Deep Learning algorithms in EEG Emotion Recognition: A case study in AutismCode1
EEG-Based Emotion Recognition Using Genetic Algorithm Optimized Multi-Layer PerceptronCode1
MS-MDA: Multisource Marginal Distribution Adaptation for Cross-subject and Cross-session EEG Emotion RecognitionCode1
A novel Fourier Adjacency Transformer for advanced EEG emotion recognitionCode1
Real-time EEG-based Emotion Recognition Model using Principal Component Analysis and Tree-based Models for NeurohumanitiesCode0
EEG Emotion Copilot: Optimizing Lightweight LLMs for Emotional EEG Interpretation with Assisted Medical Record GenerationCode0
FOIT: Fast Online Instance Transfer for Improved EEG Emotion RecognitionCode0
Multi-Source EEG Emotion Recognition via Dynamic Contrastive Domain Adaptation—0
MVGT: A Multi-view Graph Transformer Based on Spatial Relations for EEG Emotion Recognition—0
Positional-Spectral-Temporal Attention in 3D Convolutional Neural Networks for EEG Emotion Recognition—0
Progressive Graph Convolution Network for EEG Emotion Recognition—0
4D Attention-based Neural Network for EEG Emotion Recognition—0
Temporal Aware Mixed Attention-based Convolution and Transformer Network (MACTN) for EEG Emotion Recognition—0
Adaptive Progressive Attention Graph Neural Network for EEG Emotion Recognition—0
A Hybrid End-to-End Spatio-Temporal Attention Neural Network with Graph-Smooth Signals for EEG Emotion Recognition—0
A Novel Bi-hemispheric Discrepancy Model for EEG Emotion Recognition—0
A Novel Transferability Attention Neural Network Model for EEG Emotion Recognition—0
Cascaded Self-supervised Learning for Subject-independent EEG-based Emotion Recognition—0
CIT-EmotionNet: CNN Interactive Transformer Network for EEG Emotion Recognition—0
CLDTA: Contrastive Learning based on Diagonal Transformer Autoencoder for Cross-Dataset EEG Emotion Recognition—0
Cross-individual Recognition of Emotions by a Dynamic Entropy based on Pattern Learning with EEG features—0
EEG-based Emotion Style Transfer Network for Cross-dataset Emotion Recognition—0
EEG emotion recognition using dynamical graph convolutional neural networks—0
EvoFA: Evolvable Fast Adaptation for EEG Emotion Recognition—0
FACE: Few-shot Adapter with Cross-view Fusion for Cross-subject EEG Emotion Recognition—0
Improving EEG-based Emotion Recognition by Fusing Time-frequency And Spatial Representations—0
M3D: Manifold-based Domain Adaptation with Dynamic Distribution for Non-Deep Transfer Learning in Cross-subject and Cross-session EEG-based Emotion Recognition—0
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