EEG-based Depression Detection on MODMA 128-electrode to 19-electrode interpolation zero-shot
78.5Accuracy (Zero-Shot)SGC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SGCZero-shot=true, Cross-dataset generalization=true2026.05 | 78.5 | 70.82 | 75.34 | 69.96 | 79.94 | |
| DiffMDDZero-shot=true, Cross-dataset generalization=true2026.05 | 68.34 | 64.32 | 58.6 | 58.94 | 69.36 | |
| TSceptionZero-shot=true, Cross-dataset generalization=true2026.05 | 60.12 | 56.45 | 59.85 | 58.1 | 61.25 | |
| CWT-1D-CNNZero-shot=true, Cross-dataset generalization=true2026.05 | 59.8 | 57.66 | 57.34 | 58.47 | 60.75 | |
| XGBoostZero-shot=true, Cross-dataset generalization=true2026.05 | 58.45 | 55.12 | 60.3 | 57.6 | 59.8 | |
| 1D-CNN-LSTMZero-shot=true, Cross-dataset generalization=true2026.05 | 57.2 | 54.35 | 58.12 | 56.18 | 58.5 | |
| DeprNetZero-shot=true, Cross-dataset generalization=true2026.05 | 56.8 | 52.3 | 58.42 | 55.18 | 58.33 | |
| GC-GRUZero-shot=true, Cross-dataset generalization=true2026.05 | 55.4 | 51.2 | 56.75 | 53.82 | 56 |