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cs.CV2026
Neural Visual Decoding via Cognitive guided Adaptive Blurring and Information Constrained Alignment
Fan Yin, Chuhang Zheng, Peiliang Gong +2
EEG-based visual decoding aims to establish a mapping between neural signals and visual semantics. However, it remains constrained by the dual challenges of severe information gran…
cs.CV2026
Multi-Level Bidirectional Biomimetic Learning for EEG-Based Visual Decoding
Jingtao Liu, Peiliang Gong, Chuhang Zheng +2
EEG-based visual neural decoding aims to align neural responses with visual stimuli for tasks such as image retrieval. However, limited paired data and a fundamental mismatch betwe…