Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | XDAWNCov + TS + SVM | 90.677777575 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGITNet | 89.4212960952381 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | EEGNeX | 89.3339950952381 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | XDAWNCov + MDM | 88.529687375 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | EEGNet-8,2 | 86.3244051904762 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ERPCov + MDM | 80.757379 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ERPCov(svd_n=4) + MDM | 80.674825575 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ShallowConvNet | 80.03306880952381 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | XDAWN + LDA | 67.159201475 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |