Emotion Recognition on SEED-V (Accuracy)
70.1AccuracyTA2CL
Evaluation Results
| Method | Links | |
|---|---|---|
| TA2CLEvaluation Protocol=Cross-subject2026.05 | 70.1 | |
| DAESTSource of Results=Reproduced Results, Evaluation Protocol=Cross-subject2026.05 | 68.2 | |
| CLISASource of Results=Reproduced Results, Evaluation Protocol=Cross-subject2026.05 | 67.3 | |
| DE+MLPSource of Results=Baseline, Evaluation Protocol=Cross-subject2026.05 | 59.3 | |
| Morlet Spectral TransformerPre-training status=no pretraining, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 36.1 | |
| LaBraMPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 32.5 | |
| BIOT (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 32.4 | |
| CBraModPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 31.5 | |
| CSBrainPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 31 | |
| BIOTPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 30.6 | |
| CSBrain (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 29.8 | |
| TFM-TokenizerPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 28.8 | |
| EEGPTPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 28.6 | |
| EEGPT (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 28.3 | |
| CBraMod (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 28.2 | |
| LaBraM (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 27.8 |