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[HTML][HTML] Transformers in EEG Analysis: A Review of Architectures and Applications in Motor Imagery, Seizure, and Emotion Classification
Transformers have rapidly influenced research across various domains. With their superior
capability to encode long sequences, they have demonstrated exceptional performance …
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 …
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 …
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 …
clinical applications due to its non-invasive nature, real-time brain activity monitoring …