Emotion Recognition on DEAP (Subject-dependent)
97.61Valence AccuracyInformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| InformerEvaluation Protocol=Subject-dependent2026.07 | 97.61 | 97.94 | |
| NTransformerEvaluation Protocol=Subject-dependent2026.07 | 97.38 | 97.45 | |
| TimesNetEvaluation Protocol=Subject-dependent2026.07 | 97.36 | 97.65 | |
| DLinearEvaluation Protocol=Subject-dependent2026.07 | 96.43 | 96.78 | |
| PRISMEvaluation Protocol=Subject-dependent2026.07 | 96.23 | 96.64 | |
| TCNEvaluation Protocol=Subject-dependent2026.07 | 95.36 | 95.52 | |
| iTransformerEvaluation Protocol=Subject-dependent2026.07 | 94.59 | 94.59 | |
| PRISMSetting=Inter-subject2026.07 | 90.35 | 91.65 | |
| TCNSetting=Inter-subject2026.07 | 86.56 | 87.78 | |
| TimesNetSetting=Inter-subject2026.07 | 85.75 | 87.96 | |
| NTransformerSetting=Inter-subject2026.07 | 82.61 | 85.01 | |
| InformerSetting=Inter-subject2026.07 | 81.79 | 83.56 | |
| DLinearSetting=Inter-subject2026.07 | 80.61 | 82.47 | |
| iTransformerSetting=Inter-subject2026.07 | 76.63 | 78.19 |