Seizure Detection on Public Seizure Dataset held-out subjects (test)
88.9AccuracyProposed
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ProposedFine-tuning strategy=LoRA2026.03 | 88.9 | 92.3 | 88.1 | 86.4 | 85.4 | 87.5 | |
| Proposed2026.03 | 86.6 | 92.1 | 87 | 84.1 | 81.4 | 87.2 | |
| HieraFine-tuning strategy=LoRA2026.03 | 81.4 | 86.8 | 74.3 | 73 | 66.9 | 78.6 | |
| 3D-CNN2026.03 | 79 | 77.2 | 73.5 | 72.1 | 80.9 | 66.6 | |
| O.F. 3D-CNN2026.03 | 73.6 | 75.8 | 71.4 | 67.6 | 69.1 | 68.5 | |
| VSViG2026.03 | 67.8 | 73.2 | 69.1 | 66.5 | 60.8 | 73.7 | |
| One-Class Classifier2026.03 | 59.3 | 50 | 40.7 | 57.8 | 40.7 | 100 | |
| Random Chance2026.03 | 51 | 51.4 | 41.5 | 45.2 | 41.4 | 49.8 |