DREAMER
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Time Series Classification | DREAMERV | Error Rate38.8 | 14 | |
| Emotion Classification | DREAMER (subject-independent) | Arousal Accuracy92.53 | 14 | |
| EEG Emotion Recognition | DREAMER | Accuracy97.96 | 12 | |
| Emotion Recognition (Dominance) | DREAMER (test) | Accuracy83.54 | 11 | |
| Emotion Recognition (Arousal) | DREAMER (test) | Accuracy78.64 | 11 | |
| Emotion Recognition (Valence) | DREAMER (test) | Accuracy70.61 | 11 | |
| Emotion Classification (Arousal) | DREAMER | Arousal Accuracy92.62 | 7 | |
| Emotion Classification (Valence) | DREAMER | Accuracy (Valence)84.69 | 7 | |
| Emotion Recognition | DREAMER (Subject-dependent) | Valence Accuracy97.94 | 7 | |
| Emotion Recognition | DREAMER | F1 Score91 | 3 |
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