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ResearchFormerly WizWand

EEG Classification on BCIC-IV-2a

56.74Balanced AccuracyBrainPro
22.607231.468640.3349.1914Sep 26, 2025Nov 11, 2025Dec 28, 2025Feb 13, 2026Apr 1, 2026May 18, 2026Jul 4, 2026
Updated 3mo ago

Evaluation results

MethodLinks
BrainPro2025.0956.740.423256.53
STAMP#Params=0.72M2025.1155.640.408655.12
EEGNet2025.0955.210.402853.46
NeuroOnline***Foundation Model=EEGPT, Setting=Online2026.0753.3537.852.46
LaBraM2025.0952.550.367450.95
CBraMod2025.0951.480.35350.32
NeuroOnline.aFoundation Model=EEGPT, Setting=Online2026.0750.9934.6550.61
Conformer2025.0948.790.317145.61
LaBraM#Params=5.8M2025.1148.690.315947.58
EEG Conformer#Params=0.55M2025.1146.960.292445.33
ST-Transformer#Params=3.5M2025.1145.750.273344.71
CBraMod#Params=19.1M2025.1140.920.212334.17
EEGPT2025.0938.490.179932.72
off-FT-MLPFoundation Model=EEGPT, Adaptation Strategy=Fine-Tuning, Classifier Head=MLP, Pre-training=Offline2026.0737.8817.1833.35
off-LoRA-MLPFoundation Model=EEGPT, Adaptation Strategy=LoRA, Classifier Head=MLP, Pre-training=Offline2026.0737.3116.4130.71
off-LoRA-LINFoundation Model=EEGPT, Adaptation Strategy=LoRA, Classifier Head=LIN, Pre-training=Offline2026.0737.216.2732.12
off-FT-LINFoundation Model=EEGPT, Adaptation Strategy=Fine-Tuning, Classifier Head=LIN, Pre-training=Offline2026.0737.0716.0932.47
BIOT2025.0923.92-0.014410.63