EEG Foundation Models
This is a collection of EEG-FMs that we are evaluating. If you know of any models we should include please email mhough@neurotechx.com
Feature Extraction • 69.2M • Updated • 38.6k • 35Note REVE · 60k h / 25k subj / 92 ds · 4D-Fourier-PE MAE · gated (RUA)
braindecode/labram-pretrained
Updated • 11.9kNote LaBraM · ~2.5k h / 20 ds · VQ-token (BEiT) · public
braindecode/braindecode-bendr
0.2B • Updated • 12.5k • 1Note BENDR · TUEG ~1.5 TB · wav2vec2 contrastive · public
braindecode/biot-pretrained-six-datasets-18chs
Updated • 3.71kNote BIOT · cross-dataset · channel-as-token linear Transformer · public
weighting666/CBraMod
Updated • 6Note CBraMod · TUEG ~9k h · criss-cross Transformer + conditional PE · public
PulpBio/LUNA
Updated • 8.98k • 6Note LUNA · TUEG+Siena ~21k h · learned-query latent, montage-agnostic · CC-BY-ND
wenhuic/Neuro-GPT
Updated • 13Note Neuro-GPT · TUEG ~15k subj · conformer + GPT · GPL-3.0
braindecode/eegpt-pretrained
Updated • 2.04k • 1Note EEGPT · multi-dataset · hierarchical MAE + align · public
weighting666/EEGMamba
UpdatedNote EEGMamba · 8-task · bidirectional Mamba SSM + MoE · MIT
Weibang/NeuroLM
Updated • 5Note NeuroLM · ~25k h · text-aligned VQ + GPT-2 · CC-BY (<=1.7B)
OpenTSLab/BrainOmni
Updated • 3Note BrainOmni · unified EEG+MEG · BrainTokenizer VQ · MIT
PulpBio/LuMamba
Updated • 28 • 3Note LuMamba · Mamba SSM · CC-BY-ND (needs mamba-ssm build)
Daoze/Brant
Updated • 6Note Brant · 1.01 TB SEEG · dual time+freq Transformer · gated + Drive weights
NeuroTechX/zuna
Feature Extraction • 0.4B • Updated • 27Note ZUNA (Zyphra) · 382M · encoder-decoder + flow-matching · self-contained HF build
brain-bzh/reve-dataset
Preview • Updated • 5.74k • 5Note REVE pretraining corpus (public)
Alljoined/14_70
Viewer • Updated • 42.1k • 444Note EEG dataset - use with the models above
Alljoined/55_95
Viewer • Updated • 45.6k • 415Note EEG dataset - use with the models above
PulpBio/FEMBA
Updated • 15 • 2Note FEMBA · bidirectional SSM (Mamba) long-seq EEG · public
PulpBio/TinyMyo
Updated • 25 • 7Note TinyMyo · compact EEG/EMG model · public