EEG Emotion Recognition on SEED-IV (Subject-independent)
79.3AccuracyNeuro-HGLN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Neuro-HGLNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 79.3 | 9.11 | |
| PGCNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 76.96 | 7.19 | |
| FAT (ours)Evaluation Protocol=subject-independent2025.02 | 73.94 | 10.42 | |
| RGNNEvaluation Protocol=subject-independent2025.02 | 73.84 | 8.02 | |
| RGNNEvaluation Protocol=Subject-independent, Domain Adaptation=true2026.01 | 73.84 | 8.02 | |
| FAT (w/ FAN)Evaluation Protocol=subject-independent, Configuration=with Fourier Adjacent Network2025.02 | 70.52 | 11.69 | |
| PGCNEvaluation Protocol=subject-independent2025.02 | 70.22 | 11.46 | |
| BiHDMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 69.03 | 8.66 | |
| BiHDMEvaluation Protocol=subject-independent2025.02 | 68.7 | 13.42 | |
| TANNEvaluation Protocol=Subject-independent, Domain Adaptation=true2026.01 | 68 | 8.35 | |
| ConformerEvaluation Protocol=subject-independent2025.02 | 67.07 | 11.22 | |
| BiDANNProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 65.59 | 10.39 | |
| SAProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO), Training Feature Subsample=30002019.05 | 64.44 | 9.46 | |
| GFKProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO), Training Feature Subsample=30002019.05 | 64.38 | 11.41 | |
| DANProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 58.87 | 8.13 | |
| TCAProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO), Training Feature Subsample=30002019.05 | 56.56 | 13.77 | |
| A-LSTMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 55.03 | 9.28 | |
| DGCNNEvaluation Protocol=subject-independent2025.02 | 53.84 | 9.87 | |
| DGCNNProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 52.82 | 9.23 | |
| DGCNNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 52.82 | 9.23 | |
| DANNProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 47.59 | 10.01 | |
| STMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 39.39 | 12.4 | |
| SVMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 37.99 | 12.52 | |
| SVMEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 37.99 | 12.52 | |
| SVMEvaluation Protocol=subject-independent2025.02 | 36.28 | 12.99 | |
| ULSIFProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 32.99 | 11.05 | |
| KNNEvaluation Protocol=subject-independent2025.02 | 32.92 | 8.08 | |
| KLIEPProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 31.46 | 9.2 |