Emotion Recognition on SEED-V 5-Class
59.37Balanced AccuracyNeuroOnline***
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NeuroOnline***Backbone=CBraMod, Training Setting=online2026.07 | 59.37 | 0.5035 | 60.56 | |
| NeuroOnline***Backbone=LaBraM, Training Setting=online2026.07 | 53.09 | 0.4249 | 54.29 | |
| NeuroOnline.aBackbone=CBraMod, Training Setting=online2026.07 | 44.87 | 0.3244 | 46.36 | |
| off-LoRA-MLPBackbone=LaBraM, Training Setting=offline, Protocol=LoRA, Head=MLP2026.07 | 41.34 | 0.2682 | 41.8 | |
| NeuroOnline.aBackbone=LaBraM, Training Setting=online2026.07 | 41.27 | 0.2795 | 42.7 | |
| off-FT-MLPBackbone=LaBraM, Training Setting=offline, Protocol=Full-FT, Head=MLP2026.07 | 41.24 | 0.2679 | 41.63 | |
| off-LoRA-MLPBackbone=CBraMod, Training Setting=offline, Protocol=LoRA, Head=MLP2026.07 | 40.07 | 0.2571 | 41.05 | |
| CBraMod#Params=15M/133M2025.11 | 40.06 | 0.2591 | 41.01 | |
| off-LoRA-LINBackbone=LaBraM, Training Setting=offline, Protocol=LoRA, Head=Linear2026.07 | 39.9 | 0.2475 | 40.17 | |
| LaBraM#Params=5.8M2025.11 | 39.76 | 0.2386 | 39.74 | |
| off-FT-MLPBackbone=CBraMod, Training Setting=offline, Protocol=Full-FT, Head=MLP2026.07 | 39.35 | 0.2471 | 40.19 | |
| off-FT-LINBackbone=LaBraM, Training Setting=offline, Protocol=Full-FT, Head=Linear2026.07 | 39.29 | 0.2415 | 39.64 | |
| off-LoRA-LINBackbone=CBraMod, Training Setting=offline, Protocol=LoRA, Head=Linear2026.07 | 37.88 | 0.2252 | 38.15 | |
| off-FT-LINBackbone=CBraMod, Training Setting=offline, Protocol=Full-FT, Head=Linear2026.07 | 37.4 | 0.2192 | 37.98 | |
| STAMP#Params=0.75M/0.76M2025.11 | 36.7 | 0.2077 | 36.73 | |
| EEG Conformer#Params=0.55M2025.11 | 35.37 | 0.1772 | 34.87 | |
| ST-Transformer#Params=3.5M2025.11 | 30.52 | 0.1083 | 28.33 |