EEG Emotion Recognition on MPED (Subject-independent)
28.56AccuracyNeuro-HGLN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Neuro-HGLNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 28.56 | 4.67 | |
| PGCNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 28.39 | 5.02 | |
| TANNEvaluation Protocol=Subject-independent, Domain Adaptation=true2026.01 | 28.32 | 5.11 | |
| BiHDMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 28.27 | 4.99 | |
| RGNNEvaluation Protocol=Subject-independent, Domain Adaptation=true2026.01 | 27.95 | 3.05 | |
| BiDANNProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 25.86 | 4.92 | |
| DGCNNProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 25.12 | 4.2 | |
| DGCNNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 25.12 | 4.2 | |
| A-LSTMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 24.06 | 4.58 | |
| DANNProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 22.36 | 4.37 | |
| STMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 20.89 | 3.62 | |
| SAProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO), Training Feature Subsample=30002019.05 | 20.74 | 4.17 | |
| GFKProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO), Training Feature Subsample=30002019.05 | 20.27 | 4.34 | |
| SVMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 19.66 | 3.96 | |
| SVMEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 19.66 | 3.96 | |
| ULSIFProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 19.63 | 3.81 | |
| TCAProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO), Training Feature Subsample=30002019.05 | 19.5 | 3.61 | |
| KLIEPProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 18.92 | 4.54 |