Emotion Recognition on SEED-IV (accuracy)
40.7AccuracyMorlet Spectral Transformer
Evaluation results
| Method | Links | |
|---|---|---|
| Morlet Spectral TransformerPre-training status=no pretraining, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 40.7 | |
| CSBrainPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 36.5 | |
| LaBraMPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 35.9 | |
| BIOT (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 35.8 | |
| BIOTPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 35.7 | |
| CBraModPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 35 | |
| CSBrain (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 34.3 | |
| TFM-TokenizerPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 34 | |
| EEGPTPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 32.8 | |
| EEGPT (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 32.7 | |
| CBraMod (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 31.5 | |
| LaBraM (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 30.6 |