EEG Emotion Recognition on DREAMER
97.96AccuracyARCNN
Evaluation Results
| Method | Links | |
|---|---|---|
| ARCNNTechnique=Dynamic, Mode=Dependent2026.07 | 97.96 | |
| PRISMTechnique=Dynamic, Mode=Dependent2026.07 | 96.93 | |
| MS-iMambaInput=Raw, Channels=42024.09 | 94.94 | |
| V-IAGInput=PSD, Channels=All2024.09 | 92.96 | |
| CRAMInput=Raw, Channels=All2024.09 | 92.65 | |
| IAGInput=PSD, Channels=All2024.09 | 90.89 | |
| PRISMTechnique=Semi-supervised, Mode=Independent2026.07 | 88.85 | |
| CGRU-MDGNTechnique=Graph, Mode=Independent2026.07 | 85.39 | |
| DGCNNInput=PSD, Channels=All2024.09 | 85.39 | |
| miMambaTechnique=Static, Mode=Dependent2026.07 | 84.47 | |
| TSFTechnique=Self-supervised, Mode=Independent2026.07 | 70.34 | |
| DSSNTechnique=Dynamic Stream, Mode=Independent2026.07 | 63.4 |