Emotion Recognition on SEED (Accuracy)
86.7Accuracy (SEED)PPDA
Evaluation results
| Method | Links | |
|---|---|---|
| PPDASource of Results=Original Results, Evaluation Protocol=Cross-subject2026.05 | 86.7 | |
| CLISASource of Results=Reproduced Results, Evaluation Protocol=Cross-subject2026.05 | 86.4 | |
| TA2CLEvaluation Protocol=Cross-subject2026.05 | 86.4 | |
| DAESTSource of Results=Reproduced Results, Evaluation Protocol=Cross-subject2026.05 | 86.1 | |
| GCPLSource of Results=Original Results, Evaluation Protocol=Cross-subject2026.05 | 80.7 | |
| DE+MLPSource of Results=Baseline, Evaluation Protocol=Cross-subject2026.05 | 79.9 | |
| TCASource of Results=Original Results, Evaluation Protocol=Cross-subject2026.05 | 76.7 | |
| SimCLRSource of Results=Original Results, Evaluation Protocol=Cross-subject2026.05 | 68.4 | |
| Morlet Spectral TransformerPre-training status=no pretraining, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 66.5 | |
| LaBraMPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 62.4 | |
| CSBrainPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 61.5 | |
| LaBraM (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 59.8 | |
| CSBrain (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 59.7 | |
| BIOT (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 59.1 | |
| BIOTPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 59 | |
| EEGPT (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 57.6 | |
| CBraModPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 57 | |
| EEGPTPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 56.2 | |
| CBraMod (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 54.5 | |
| TFM-TokenizerPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 53.3 |