[HTML][HTML] Transformers in EEG Analysis: A Review of Architectures and Applications in Motor Imagery, Seizure, and Emotion Classification

E Vafaei, M Hosseini - Sensors, 2025 - mdpi.com
Transformers have rapidly influenced research across various domains. With their superior
capability to encode long sequences, they have demonstrated exceptional performance …

A session-incremental broad learning system for motor imagery EEG classification

Y Yang, M Li, H Liu, Z Li - Biomedical Signal Processing and Control, 2024 - Elsevier
Motor imagery electroencephalogram (MI-EEG) plays an important role in the brain
computer interface-based neuro-rehabilitation, and it is challenging to make the recognition …

Multi-view brain functional connectivity and hierarchical fusion for EEG-based emotion recognition

B Fu, X Yu, F Wu, Y Liu - Measurement, 2025 - Elsevier
Emotional states evolve gradually from their onset to full manifestation, reflected in changes
in brain functional connectivity. Existing research often focuses only on the final emotional …

Classification and Analysis of EEG Montage

S Sivaranjani, R Sneha, B Sowmiga… - … Conference on Multi …, 2025 - ieeexplore.ieee.org
Electroencephalography (EEG) has gained considerable traction in diverse research and
clinical applications due to its non-invasive nature, real-time brain activity monitoring …