EEG Classification on Turkish Epilepsy EEG Dataset (Default Setting)
99.2AccuracySTFT + CNN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| STFT + CNNParams #=11,533,928, Category=Large model2025.10 | 99.2 | 99.14 | 99.46 | 98.98 | 99.3 | |
| Unrolled Graph Signal Denoising NetworkParams #=14,787, Category=Non-graph-based2025.10 | 97.57 | 98.58 | 95.98 | 97.45 | 98.01 | |
| CWT + DCNNParams #=143,297, Category=Non-graph-based2025.10 | 95.91 | 94.55 | 96.98 | 96.06 | 95.3 | |
| TF + RODParams #=18,400, Category=Non-graph-based2025.10 | 88.08 | 89.22 | 82.28 | 92.46 | 85.61 | |
| MDTW + KNNCategory=Non-graph-based2025.10 | 87.78 | 89.39 | 81.32 | 92.68 | 85.16 | |
| TransformerParams #=1,849,771, Category=Large model2025.10 | 85.12 | 82 | 82 | 87.32 | 82 |