EEG Emotion Recognition on SEED (subject-independent)
90.92AccuracyNeuro-HGLN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Neuro-HGLNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 90.92 | 9.49 | |
| GRNProtocol=Subject-Independent (SI), Cross-Validation=LOSO2026.03 | 87.9 | — | |
| DVIE-NetProtocol=Subject-Independent (SI), Cross-Validation=LOSO2026.03 | 86.34 | — | |
| LATNProtocol=Subject-Independent (SI), Cross-Validation=LOSO2026.03 | 86.15 | — | |
| FAT (ours)Evaluation Protocol=subject-independent2025.02 | 85.68 | 4.16 | |
| BiHDMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 85.4 | 7.53 | |
| RGNNEvaluation Protocol=subject-independent2025.02 | 85.3 | 6.72 | |
| RGNNEvaluation Protocol=Subject-independent, Domain Adaptation=true2026.01 | 85.3 | 6.72 | |
| TANNEvaluation Protocol=Subject-independent, Domain Adaptation=true2026.01 | 84.41 | 8.75 | |
| BiHDMEvaluation Protocol=subject-independent2025.02 | 84.17 | 8.74 | |
| FCAnetProtocol=Subject-Independent (SI), Cross-Validation=LOSO2026.03 | 84.16 | — | |
| DANProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 83.81 | 8.56 | |
| ST-DADGATProtocol=Subject-Independent (SI), Cross-Validation=LOSO2026.03 | 83.59 | — | |
| PGCNEvaluation Protocol=subject-independent2025.02 | 83.58 | 7.36 | |
| BiDANNProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 83.28 | 9.6 | |
| PGCNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 83.28 | 11.09 | |
| FAT (w/ FAN)Evaluation Protocol=subject-independent, Configuration=with Fourier Adjacent Network2025.02 | 83.24 | 5.58 | |
| DGCNNProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 79.95 | 9.02 | |
| DGCNNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 79.95 | 9.02 | |
| DGCNNProtocol=Subject-Independent (SI), Cross-Validation=LOSO2026.03 | 79.45 | — | |
| ConformerEvaluation Protocol=subject-independent2025.02 | 79.16 | 7.68 | |
| DGCNNEvaluation Protocol=subject-independent2025.02 | 77.29 | 9.71 | |
| DANNProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 75.08 | 11.18 | |
| A-LSTMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 72.18 | 10.85 | |
| GFKProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO), Training Feature Subsample=30002019.05 | 71.31 | 14.09 | |
| SAProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO), Training Feature Subsample=30002019.05 | 69 | 10.89 | |
| TCAProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO), Training Feature Subsample=30002019.05 | 63.64 | 14.88 | |
| SVMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 56.73 | 16.29 | |
| SVMEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 56.73 | 16.29 | |
| SVMEvaluation Protocol=subject-independent2025.02 | 56.48 | 15.2 | |
| STMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 51.23 | 14.82 | |
| ULSIFProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 51.18 | 13.57 | |
| KNNEvaluation Protocol=subject-independent2025.02 | 48.4 | 12.5 | |
| KLIEPProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.05 | 45.71 | 17.76 |