EEG Emotion Recognition on FACED
60.66Balanced AccuracyMSCGC-KAN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MSCGC-KAN2026.05 | 60.66 | 55.25 | 60.4 | |
| CBraMod+LinearHeader=Linear2026.05 | 54.75 | 48.73 | 54.63 | |
| LaBraM-BaseModel Size=Base2026.05 | 52.73 | 46.98 | 52.88 | |
| BIOT2026.05 | 51.18 | 44.76 | 51.36 | |
| ContraWR2026.05 | 48.87 | 42.31 | 48.84 | |
| ST-Transformer2026.05 | 48.1 | 41.37 | 47.95 | |
| CNN-Transformer2026.05 | 46.97 | 40.17 | 47.2 | |
| SPaRCNet2026.05 | 46.73 | 39.78 | 47.29 | |
| FFCL2026.05 | 46.73 | 39.87 | 46.99 | |
| EEGConformer2026.05 | 45.59 | 38.58 | 45.14 | |
| EEGNet2026.05 | 40.9 | 33.42 | 41.24 |