Emotion Recognition (Dominance) on DREAMER (test)
83.54AccuracyBrant-X
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Brant-X2025.12 | 83.54 | 90.97 | 90.19 | |
| Wang et al.2025.12 | 81.87 | 89.96 | 83.97 | |
| EEGConformer2025.12 | 81.82 | 89.5 | 83.19 | |
| OursModalities=EEG + ECG, EEG Encoder=CBraMod (TUEG pretrained), ECG Encoder=CBraMod (self-supervised pretrained)2025.12 | 79.63 | 88.3 | 86.69 | |
| SimMTM2025.12 | 78.54 | 87.81 | 82.84 | |
| Time-LLM2025.12 | 78.47 | 85.92 | 79.68 | |
| Lin et al.2025.12 | 78.46 | 87.83 | 79.4 | |
| TF-C2025.12 | 78.17 | 87.01 | 85.2 | |
| OneFitsAll2025.12 | 77.41 | 86.92 | 85.59 | |
| MLF-CapsNet2025.12 | 77.13 | 86.94 | 82.61 | |
| MiniRocket2025.12 | 75.11 | 85.28 | 86.69 |