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Huazhong University of Science and Technology
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Anchoring neural and visual representations can boost brain-to-image retrieval accuracy by over 9% with minimal stimulus repetitions, challenging the reliance on trial averaging.
SCORE achieves a remarkable 53.23% Top-1 accuracy in EEG-to-image retrieval, outperforming existing methods by over 17 percentage points, even without target labels.
STEAM achieves superior EEG decoding performance with a novel hierarchical pre-training approach that enhances model specialization without starting from scratch.
