A two-stage multimodal Transformer with fixed pretrained feature extractors predicts fMRI activity from movies with Pearson r = 0.32 (in-domain) and 0.21 (out-of-domain), beating the challenge baseline by about 0.12.
Boyle, Boris Pinsard, and others
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VIBE: Video-Input Brain Encoder for fMRI Response Modeling
A two-stage multimodal Transformer with fixed pretrained feature extractors predicts fMRI activity from movies with Pearson r = 0.32 (in-domain) and 0.21 (out-of-domain), beating the challenge baseline by about 0.12.