| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| SEED | MVGT-F | Accuracy96.55 | 56 | 1mo ago | |
| SEED Subject-independent | Neuro-HGLN | Accuracy90.92 | 34 | 1mo ago | |
| SEED-IV (Subject-independent) | Neuro-HGLN | Accuracy79.3 | 28 | 1mo ago | |
| SEED (subject-dependent) | GRN | Accuracy97.42 | 25 | 1mo ago | |
| SEED IV | MVGT-G | Accuracy (All Bands Mean)94.03 | 19 | 1mo ago | |
| MPED (Subject-independent) | Neuro-HGLN | Accuracy28.56 | 18 | 1mo ago | |
| SEED V (subject-independent) | Neuro-HGLN | Accuracy78.34 | 15 | 1mo ago | |
| DEAP Valence | FAT | Accuracy90.1 | 14 | 1mo ago | |
| SEED-IV (subject-dependent) | BiHDM | Accuracy0.7435 | 13 | 1mo ago | |
| MPED subject-dependent | BiHDM | Accuracy40.34 | 12 | 1mo ago | |
| SEED VII (subject-independent) | FAT (ours) | Accuracy51.12 | 9 | 1mo ago | |
| SEED VII | FAT | Accuracy61.3 | 9 | 1mo ago | |
| SEED V | FAT | Accuracy84.57 | 9 | 1mo ago | |
| DEAP | MCA & 3D-CNN | Valence Score99.49 | 5 | 1mo ago |
