Emotion Recognition on SEED v1 (cross-subject)
49.6Cohen's κMST
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MSTPre-training Status=no pretraining, Protocol=no-calibration2026.05 | 49.6 | 65.7 | |
| LaBraMPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 43.5 | 60.8 | |
| CSBrainPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 42.2 | 60.3 | |
| LaBraM (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 39.6 | 59.1 | |
| CSBrain (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 39.5 | 58.3 | |
| BIOTPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 38.6 | 57.8 | |
| BIOT (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 38.6 | 57.7 | |
| CBraModPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 37.2 | 54.5 | |
| EEGPT (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 36.4 | 56 | |
| EEGPTPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 34.2 | 54.6 | |
| CBraMod (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 31.6 | 53.1 | |
| TFM-TokenizerPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 29.9 | 51.7 | |
| MSTPre-training Status=no pretraining, Protocol=no-calibration2026.05 | 18.3 | 31.1 | |
| LaBraMPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 13.8 | 27.6 | |
| BIOT (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 13.6 | 27.1 | |
| TFM-TokenizerPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 12.8 | 22.4 | |
| BIOTPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 12.2 | 25.6 | |
| CBraModPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 12.1 | 26.4 | |
| CSBrainPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 10.3 | 25.1 | |
| CSBrain (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 9.4 | 24 | |
| EEGPTPre-training Status=Foundation models / pretrained tokenizer + fine-tuning, Protocol=no-calibration2026.05 | 8 | 23.8 | |
| CBraMod (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 7.5 | 23.8 | |
| EEGPT (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 5.8 | 19.6 | |
| LaBraM (scratch)Pre-training Status=trained from scratch, Protocol=no-calibration2026.05 | 5.7 | 20.7 |