Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EEGITNet | 88.82306907692308 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | XDAWNCov + TS + SVM | 87.28411109999999 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | EEGNet-8,2 | 87.13865323076924 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNeX | 86.17639538461539 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | XDAWNCov + MDM | 86.07416710000001 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ShallowConvNet | 78.35273161538461 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ERPCov(svd_n=4) + MDM | 70.632222375 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ERPCov + MDM | 68.16548655 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | XDAWN + LDA | 67.48655605 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |