SATEER: Subject-Aware Transformer for EEG-Based Emotion Recognition

• Published in: International journal of neural systems p. 2550002
• Main Authors: Lanzino, Romeo, Avola, Danilo, Fontana, Federico, Cinque, Luigi, Scarcello, Francesco, Foresti, Gian Luca
• Format: Journal Article
• Language: English
• Published: Singapore 01.02.2025
• Subjects: transformer; deep learning; Electroencephalogram; emotion recognition; neural network

This study presents a Subject-Aware Transformer-based neural network designed for the Electroencephalogram (EEG) Emotion Recognition task (SATEER), which entails the analysis of EEG signals to classify and interpret human emotional states. SATEER processes the EEG waveforms by transforming them into...