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ResearchFormerly WizWand

EEG Classification on SEED-V 5-Class (ACC-B, Kappa, F1-W)

47.18Balanced Accuracy (ACC-B)NeuroOnline***
23.15629.39335.6341.867Sep 26, 2025Nov 11, 2025Dec 28, 2025Feb 13, 2026Apr 1, 2026May 18, 2026Jul 4, 2026
Updated 4mo ago

Evaluation results

MethodLinks
NeuroOnline***Foundation Model=BIOT2026.0747.1835.2948.45
BrainPro2025.0940.7826.1241.15
LaBraM2025.0939.8624.9140.4
CBraMod2025.0939.625.2140.5
NeuroOnline.aFoundation Model=BIOT2026.0738.2824.339.76
off-FT-MLPFoundation Model=BIOT, Adaptation Strategy=Fine-Tuning, Classifier Head=MLP2026.0736.1720.2736.8
BIOT2025.0935.7519.7136.36
off-FT-LINFoundation Model=BIOT, Adaptation Strategy=Fine-Tuning, Classifier Head=LIN2026.0735.4719.435.98
off-LoRA-MLPFoundation Model=BIOT, Adaptation Strategy=LoRA, Classifier Head=MLP2026.0734.3917.9134.83
off-LoRA-LINFoundation Model=BIOT, Adaptation Strategy=LoRA, Classifier Head=LIN2026.0734.1317.7934.74
Conformer2025.0930.8712.9428.37
EEGPT2025.0924.215.5724.38
EEGNet2025.0924.085.3619.08