Emotion Recognition (Valence) on DREAMER (test)
70.61AccuracyBrant-X
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Brant-X2025.12 | 70.61 | 80.51 | 72.48 | |
| OursModalities=EEG + ECG, EEG Encoder=CBraMod (TUEG pretrained), ECG Encoder=CBraMod (self-supervised pretrained)2025.12 | 69.44 | 81.14 | 68.69 | |
| Time-LLM2025.12 | 68.03 | 72.22 | 80.83 | |
| Wang et al.2025.12 | 66.95 | 79.84 | 66.2 | |
| Lin et al.2025.12 | 66.47 | 79.5 | 67.1 | |
| TF-C2025.12 | 66.2 | 78.09 | 69.71 | |
| MLF-CapsNet2025.12 | 65.67 | 77.06 | 71.05 | |
| SimMTM2025.12 | 63.84 | 75.52 | 69.73 | |
| OneFitsAll2025.12 | 63.51 | 76.12 | 68.26 | |
| MiniRocket2025.12 | 60.54 | 65.68 | 64.36 | |
| EEGConformer2025.12 | 59.82 | 69.53 | 71.94 |