Affective State Recognition on DEAP (Subject-independent)
66.15Arousal AccuracyBiMoE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BiMoEModality=EEG + PPS, Published In, Year=-2026.03 | 66.15 | 63.51 | 67.68 | 68.15 | |
| BiMoEModality=EEG only, Published In, Year=-2026.03 | 65.84 | 62.96 | 67.05 | 67.67 | |
| AT-PMFModality=EEG + PPS, Published In, Year=PR, 20252026.03 | 64.87 | 61.54 | 63.98 | 65.4 | |
| CMCLERModality=EEG + PPS, Published In, Year=MICCAI, 20252026.03 | 64.36 | 62.11 | 66.81 | 67.02 | |
| STRFLNetModality=EEG only, Published In, Year=TAFFC, 20252026.03 | 64.18 | 62.12 | 65.08 | 65.83 | |
| TSceptionModality=EEG only, Published In, Year=TAFFC, 20232026.03 | 63.75 | 62.27 | 64.68 | 65.15 | |
| LANetModality=EEG + PPS, Published In, Year=INF. FUS., 20242026.03 | 63.22 | 61.94 | 64.85 | 65.72 | |
| TACOFormerModality=EEG + PPS, Published In, Year=arXiv, 20232026.03 | 63.07 | 59.12 | 62.74 | 63.62 | |
| MoCERNetModality=EEG + PPS, Published In, Year=ACM MM, 20252026.03 | 62.75 | 61.22 | 64.74 | 64.34 | |
| CSPModality=EEG only, Published In, Year=ISMC, 20202026.03 | 55.7 | 52.5 | — | — | |
| FBCSPModality=EEG only, Published In, Year=ISMC, 20202026.03 | 55.31 | 55.23 | — | — |