| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| TUEV | LaBraM | Balanced Accuracy64.09 | 23 | 15d ago | |
| TUAB | UniMind | Balanced Accuracy81.76 | 23 | 15d ago | |
| HMC | UniMind | Balanced Accuracy75.27 | 23 | 15d ago | |
| SEED-IV | GVG-Janus (Full) | Balanced Accuracy62.5 | 21 | 15d ago | |
| SHU | LaBraM | Balanced Accuracy67.9 | 9 | 22d ago | |
| SHHS | UniMind | Balanced Accuracy74 | 9 | 22d ago | |
| SleepEDF | UniMind | Balanced Accuracy72.98 | 9 | 22d ago | |
| TUSL | UniMind | Balanced Accuracy78.95 | 9 | 22d ago | |
| Workload | UniMind | Balanced Accuracy78.67 | 9 | 22d ago | |
| SEED | LaBraM | Balanced Accuracy73.18 | 9 | 22d ago | |
| NSD (Natural Scenes Dataset) (average across 4 subjects) | MindEye | AlexNet (k=2) Feature Similarity94.7 | 5 | 3mo ago |
