Cross-Subject Emotion Prediction Regression on SEED-IV benchmark leaderboard · SOTA2 Research

Cross-Subject Emotion Prediction Regression on SEED-IV

0.0832MSEEEGDancer

Evaluation Results

Method
EEGDancer2026.06	0.0832	0.2036	0.5465
DDC2026.06	0.102	0.248	0.4485
BiDANN2026.06	0.1032	0.2492	0.4291
Ridge2026.06	0.1036	0.256	0.4316
DCORAL2026.06	0.1046	0.2516	0.441
DANN2026.06	0.1054	0.2534	0.4089
Lasso2026.06	0.1064	0.2587	0.4511
EEGNet2026.06	0.1067	0.2568	0.4408
DAN2026.06	0.1075	0.2558	0.3857
MLP2026.06	0.1081	0.258	0.4697
Random Forest2026.06	0.1086	0.2658	0.267
RGNN2026.06	0.1154	0.2741	0.3442
GradientBoostingRegressor2026.06	0.1199	0.2756	0.2505
Bayesian Ridge2026.06	0.1532	0.3048	0.2932
SVR2026.06	0.1623	0.3238	0.3771
HuberRegressor2026.06	0.1713	0.3327	0.3291
Decision Tree2026.06	0.1882	0.3454	0.1538
KNN2026.06	0.1918	0.342	0.261