EEG Classification on Turkish Epilepsy EEG Dataset (LOSO Setting)
90.06AccuracyUnrolled Graph Signal Denoising Network
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Unrolled Graph Signal Denoising NetworkParams #=14,787, Category=Graph-based, Protocol=LOSO2025.10 | 90.06 | 93.48 | 86.1 | 91.7 | 92.59 | |
| FBCSPNetParams #=98,242, Category=Graph-based2025.10 | 81.76 | 92.8 | 53.4 | 97.67 | 67.79 | |
| EEGNetParams #=9,170, Category=Graph-based2025.10 | 78.78 | 81.26 | 53.25 | 93.11 | 64.34 | |
| Deep4NetParams #=321,227, Category=Graph-based2025.10 | 78.62 | 73.06 | 64.2 | 86.72 | 68.34 | |
| DGCNNParams #=149,466, Category=Graph-based2025.10 | 76.74 | 69.56 | 62.74 | 84.6 | 65.97 | |
| GINParams #=25,794, Category=Graph-based2025.10 | 68.82 | 58.78 | 44.36 | 82.55 | 50.56 |