Emotion Recognition on SEED (B-Acc, Kappa, F1-W)
74.3Balanced Accuracy (B-Acc)KAST-BAR-Large
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| KAST-BAR-LargeModel Parameter=2.2B, General Model=Yes, Multi-Task=Yes2026.05 | 74.3 | 60.6 | 72.2 | |
| THD-BAR-HugeModel Parameter=1.6B, General Model=Yes, Multi-Task=Yes2026.05 | 73.9 | 58.9 | 72.7 | |
| LaBraM-BaseModel Parameter=5.8M, General Model=Yes, Multi-Task=No2026.05 | 73.2 | 59.9 | 73.5 | |
| CSBrainModel Parameter=4.9M, General Model=Yes, Multi-Task=No2026.05 | 73 | 59.3 | 73 | |
| CBraModModel Parameter=4.0M, General Model=Yes, Multi-Task=No2026.05 | 72.7 | 57.6 | 73 | |
| KAST-BAR-BaseModel Parameter=0.8B, General Model=Yes, Multi-Task=Yes2026.05 | 72.7 | 58.1 | 71.9 | |
| EEGPTModel Parameter=25M, General Model=Yes, Multi-Task=Yes2026.05 | 71.2 | 57.3 | 71 | |
| BIOTModel Parameter=3.2M, General Model=Yes, Multi-Task=No2026.05 | 71 | 56.8 | 71.3 | |
| EEGNetModel Parameter=-, General Model=No, Multi-Task=No2026.05 | 62.5 | 44.7 | 61.8 | |
| NeuroLM-XLModel Parameter=1.7B, General Model=Yes, Multi-Task=Yes2026.05 | 60.3 | 40.8 | 60.6 | |
| ST-TransformerModel Parameter=3.5M, General Model=No, Multi-Task=No2026.05 | 56.4 | 37.4 | 56.3 | |
| SPaRCNetModel Parameter=0.79M, General Model=No, Multi-Task=No2026.05 | 56 | 34.6 | 55.9 |