Emotion Recognition on SEED-VII v1 (cross-subject)
14.7Cohen's KappaMST
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MSTPre-training Status=no pretraining, Protocol=no-calibration2026.05 | 14.7 | 23.7 | |
| CSBrainPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 12.5 | 18.1 | |
| LaBraMPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 11 | 21.8 | |
| BIOT (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 10.5 | 20.1 | |
| BIOTPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 10.2 | 20.1 | |
| CBraModPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 9.5 | 19.1 | |
| EEGPTPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 9 | 19.8 | |
| CSBrain (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 8 | 18.4 | |
| CBraMod (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 7 | 17.7 | |
| TFM-TokenizerPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 6.9 | 16.6 | |
| LaBraM (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 5.6 | 15.6 | |
| EEGPT (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 3.4 | 11.9 |