Arousal Emotion Recognition on DREAMER (test)
78.64AccuracyBrant-X
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Brant-X2025.12 | 78.64 | 87.59 | 82.14 | |
| Wang et al.2025.12 | 76.47 | 86.44 | 80.29 | |
| TF-C2025.12 | 76.45 | 85.86 | 80.4 | |
| Time-LLM2025.12 | 76.39 | 85.63 | 80 | |
| SimMTM2025.12 | 76.16 | 86.21 | 76.42 | |
| MiniRocket2025.12 | 75.73 | 85.75 | 77.9 | |
| Lin et al.2025.12 | 75.54 | 85.87 | 79.06 | |
| OursModalities=EEG + ECG, EEG Encoder=CBraMod (TUEG pretrained), ECG Encoder=CBraMod (self-supervised pretrained)2025.12 | 75 | 84.21 | 84.79 | |
| MLF-CapsNet2025.12 | 74.56 | 84.98 | 79.8 | |
| OneFitsAll2025.12 | 73.88 | 84.15 | 78.64 | |
| EEGConformer2025.12 | 73.07 | 83.21 | 75.11 |