Emotion Recognition on SEED-IV v1 (cross-subject)
19.7Cohen's KappaMST
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MSTPre-training Status=no pretraining, Protocol=no-calibration2026.05 | 19.7 | 37 | |
| CSBrainPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 14.3 | 33.3 | |
| LaBraMPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 13.7 | 33.7 | |
| BIOTPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 13.5 | 33.9 | |
| BIOT (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 13 | 33.2 | |
| CBraModPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 12.4 | 31.2 | |
| CSBrain (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 11.3 | 30.2 | |
| TFM-TokenizerPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 11.2 | 31.7 | |
| EEGPTPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 9.3 | 29.6 | |
| EEGPT (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 8.8 | 29.2 | |
| CBraMod (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 7.1 | 28.4 | |
| LaBraM (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 5.7 | 25.8 |