Emotion Recognition on SEED VII
33.56Balanced AccuracyLEAF
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LEAF2025.09 | 33.56 | 22.75 | — | |
| CBraMod2025.09 | 33.11 | 22.33 | — | |
| TScep.2025.09 | 33 | 21.98 | — | |
| LaBraM2025.09 | 32.44 | 21.59 | — | |
| Conformer2025.09 | 32.09 | 20.81 | — | |
| BIOT2025.09 | 30.96 | 19.39 | — | |
| EEGNet2025.09 | 25.87 | 14.13 | — | |
| STTran.2025.09 | 18.67 | 5.16 | — | |
| EEGPT2025.09 | 18.09 | 4.76 | — | |
| LaBraM2025.09 | 0.3346 | 0.2256 | 0.3391 | |
| CBraMod2025.09 | 0.3318 | 0.2236 | 0.3384 | |
| BrainPro2025.09 | 0.3315 | 0.2223 | 0.335 | |
| BIOT2025.09 | 0.3005 | 0.1859 | 0.3055 | |
| Morlet Spectral TransformerPre-training status=no pretraining, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 0.279 | — | — | |
| Conformer2025.09 | 0.2719 | 0.1566 | 0.2712 | |
| LaBraMPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 0.247 | — | — | |
| BIOT (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 0.246 | — | — | |
| CBraModPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 0.238 | — | — | |
| BIOTPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 0.238 | — | — | |
| EEGPTPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 0.236 | — | — | |
| CSBrainPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 0.232 | — | — | |
| EEGPT2025.09 | 0.2213 | 0.0954 | 0.2147 | |
| TFM-TokenizerPre-training status=pretrained + fine-tuning, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 0.22 | — | — | |
| CSBrain (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 0.22 | — | — | |
| CBraMod (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 0.217 | — | — | |
| LaBraM (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 0.212 | — | — | |
| EEGPT (scratch)Pre-training status=from scratch, Evaluation protocol (LOSO)=no-calibration, Calibration protocol=none2026.05 | 0.196 | — | — | |
| EEGNet2025.09 | 0.1892 | 0.0562 | 0.1472 |