Table 9 Comparison of our results with recent DL studies on same databases.
Study (year) | Database | Processing methods | Evaluation | Accuracy |
|---|---|---|---|---|
13 (2020) | I | Frequency-dependent multilayer brain, multilayer deep CNN | 10-fold CV | 97.27% |
22 (2023) | I | DSNet | LOSO CV | 91.69% |
20 (2023) | I | Multi-head self-attention, connectivity measures (TE, PLV, Coh), CNN | LOSO CV | 91.06% |
10 (2022) | I | 10 selected EEG data, Inception time model | 10-fold CV | 90.10% |
4 (2023) | I | Paired asymmetry and DFA (temporal, parietal), SVM | Hold out CV | 89.24% |
53 (2022) | I | WCOH, 2D CNN | 10-fold CV | 98.10% |
Ours (2024) | I, II | SSWT (parietal lobe), data augmentation, ResNet-18 | LSO CV | 98% (Database I), 91% (Database II) |
