Global Context MambaVision for EEG-based Emotion Recognition

• Published in: Proceedings of the ... IEEE International Conference on Acoustics, Speech and Signal Processing (1998) pp. 1 - 5
• Main Authors: Wang, Hao, Xu, Li, Yu, Yuntao, Ding, Weiyue, Xu, Yiming
• Format: Conference Proceeding
• Language: English
• Published: IEEE 06.04.2025
• Subjects: Attention mechanisms; Brain modeling; Computational efficiency; Computational modeling; Context modeling; Electroencephalogram; Emotion recognition; Generators; Mamba; Physiology; Speech recognition; Time complexity; Transformer

Emotion recognition tasks based on physiological signals require the simultaneous capture of local features and global correlations of these signals. Although transformer-based models are widely used due to their superior ability to integrate information, their quadratic computational complexity lim...