EEG Emotion Recognition on SEED V (subject-independent)
78.34AccuracyNeuro-HGLN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Neuro-HGLNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 78.34 | 10.68 | |
| PGCNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 71.4 | 9.43 | |
| FAT (ours)Evaluation Protocol=subject-independent2025.02 | 71.22 | 16.21 | |
| TANNEvaluation Protocol=Subject-independent, Domain Adaptation=true2026.01 | 67.36 | 8.22 | |
| RGNNEvaluation Protocol=subject-independent2025.02 | 66.28 | 16.71 | |
| RGNNEvaluation Protocol=Subject-independent, Domain Adaptation=true2026.01 | 66.28 | 16.71 | |
| FAT (w/ FAN)Evaluation Protocol=subject-independent, Configuration=with Fourier Adjacent Network2025.02 | 64.66 | 14.49 | |
| DGCNNEvaluation Protocol=subject-independent2025.02 | 64.05 | 15.84 | |
| PGCNEvaluation Protocol=subject-independent2025.02 | 63.38 | 8.88 | |
| ConformerEvaluation Protocol=subject-independent2025.02 | 59.95 | 13.5 | |
| BiHDMEvaluation Protocol=subject-independent2025.02 | 57.83 | 17.44 | |
| DGCNNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 41.92 | 6.67 | |
| SVMEvaluation Protocol=subject-independent2025.02 | 39.49 | 16.2 | |
| KNNEvaluation Protocol=subject-independent2025.02 | 30.26 | 16.67 | |
| SVMEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.01 | 23.71 | 8.25 |