Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EEGITNet | 85.99520425 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGNet-8,2 | 85.91137825 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | XDAWNCov + TS + SVM | 85.609029625 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNeX | 83.856046375 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | XDAWN + LDA | 82.244593125 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ShallowConvNet | 81.07391687500001 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | XDAWNCov + MDM | 77.619541 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ERPCov(svd_n=4) + MDM | 75.424771125 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | ERPCov + MDM | 74.298471 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |