Takashi Hanakawa

Category-aware EEG Image Generation Based on Wavelet Transform and Contrast Semantic Loss

Reconstructing visual stimuli from EEG signals is a crucial step in realizing brain-computer interfaces. In this paper, we propose a transformer-based EEG signal encoder integrating the Discrete Wavelet Transform (DWT) and the gating mechanism. Guided by the feature alignment and category-aware fusi