Emotion Classification on DREAMER (subject-independent)
92.53Arousal AccuracyPRISM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PRISMSetting=Inter-subject2026.07 | 92.53 | 90.14 | |
| DLinearSetting=Inter-subject2026.07 | 86.03 | 81.57 | |
| TimesNetSetting=Inter-subject2026.07 | 85.28 | 80.25 | |
| TCNSetting=Inter-subject2026.07 | 85.16 | 78.9 | |
| InformerSetting=Inter-subject2026.07 | 84.25 | 80.36 | |
| NTransformerSetting=Inter-subject2026.07 | 83.86 | 78.56 | |
| iTransformerSetting=Inter-subject2026.07 | 82.73 | 77.5 | |
| BiMoEModality=EEG + PPS2026.03 | 72.89 | 68.78 | |
| BiMoEModality=EEG only2026.03 | 71.55 | 68.14 | |
| CMCLERModality=EEG + PPS, Published In=MICCAI, Year=2025, Implementation=Reproduction2026.03 | 67.7 | 67.06 | |
| STRFLNetModality=EEG only, Published In=TAFFC, Year=2025, Implementation=Official code2026.03 | 65.76 | 63.25 | |
| FCPLModality=EEG only, Published In=TCDS, Year=20242026.03 | 65.6 | 67.9 | |
| AD-TCNsModality=EEG only, Published In=CBM, Year=20222026.03 | 63.69 | 66.56 | |
| BiSMSMModality=EEG only, Published In=ICANN, Year=20222026.03 | 63.28 | 60.86 |