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ResearchFormerly WizWand

Emotion Recognition on SEED-V 5-Class

59.37Balanced AccuracyNeuroOnline***
29.36637.155544.94552.7345Nov 13, 2025Dec 21, 2025Jan 29, 2026Mar 9, 2026Apr 17, 2026May 26, 2026Jul 4, 2026
Updated 4mo ago

Evaluation results

MethodLinks
NeuroOnline***Backbone=CBraMod, Training Setting=online2026.0759.370.503560.56
NeuroOnline***Backbone=LaBraM, Training Setting=online2026.0753.090.424954.29
NeuroOnline.aBackbone=CBraMod, Training Setting=online2026.0744.870.324446.36
off-LoRA-MLPBackbone=LaBraM, Training Setting=offline, Protocol=LoRA, Head=MLP2026.0741.340.268241.8
NeuroOnline.aBackbone=LaBraM, Training Setting=online2026.0741.270.279542.7
off-FT-MLPBackbone=LaBraM, Training Setting=offline, Protocol=Full-FT, Head=MLP2026.0741.240.267941.63
off-LoRA-MLPBackbone=CBraMod, Training Setting=offline, Protocol=LoRA, Head=MLP2026.0740.070.257141.05
CBraMod#Params=15M/133M2025.1140.060.259141.01
off-LoRA-LINBackbone=LaBraM, Training Setting=offline, Protocol=LoRA, Head=Linear2026.0739.90.247540.17
LaBraM#Params=5.8M2025.1139.760.238639.74
off-FT-MLPBackbone=CBraMod, Training Setting=offline, Protocol=Full-FT, Head=MLP2026.0739.350.247140.19
off-FT-LINBackbone=LaBraM, Training Setting=offline, Protocol=Full-FT, Head=Linear2026.0739.290.241539.64
off-LoRA-LINBackbone=CBraMod, Training Setting=offline, Protocol=LoRA, Head=Linear2026.0737.880.225238.15
off-FT-LINBackbone=CBraMod, Training Setting=offline, Protocol=Full-FT, Head=Linear2026.0737.40.219237.98
STAMP#Params=0.75M/0.76M2025.1136.70.207736.73
EEG Conformer#Params=0.55M2025.1135.370.177234.87
ST-Transformer#Params=3.5M2025.1130.520.108328.33