Neural Visual Decoding via Cognitive guided Adaptive Blurring and Information Constrained Alignment
CAIA improves neural-visual decoding by bridging modality gaps using a cognitive-guided framework. It simulates selective attention visually through adaptive blurring combining center fixation and saliency cues, and enhances EEG signal quality via information screening based on neural oscillation priors. This bidirectional modulation significantly boosts accuracy in zero-shot brain-to-image retrieval.