#meg2 articles

2 articles

AIBullisharXiv – CS AI · 4h ago4

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Brain-OF: An Omnifunctional Foundation Model for fMRI, EEG and MEG

Researchers have developed Brain-OF, the first omnifunctional brain foundation model that can process fMRI, EEG, and MEG data simultaneously within a unified framework. The model introduces novel techniques like Any-Resolution Neural Signal Sampler and Masked Temporal-Frequency Modeling, trained on 40 datasets to achieve superior performance across diverse neuroscience tasks.

AIBullisharXiv – CS AI · 4h ago2

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SHINE: Sequential Hierarchical Integration Network for EEG and MEG

Researchers developed SHINE, a Sequential Hierarchical Integration Network for analyzing brain signals (EEG/MEG) to detect speech from neural activity. The system achieved high F1-macro scores of 0.9155-0.9184 in the LibriBrain Competition 2025 by reconstructing speech-silence patterns from magnetoencephalography signals.