Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EEGITNet | 86.65828684375 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | XDAWNCov + TS + SVM | 85.766639203125 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | EEGNeX | 85.082494609375 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNet-8,2 | 82.089285546875 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | XDAWNCov + MDM | 80.87908620312501 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ERPCov(svd_n=4) + MDM | 72.112766 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ERPCov + MDM | 71.61664846875 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | XDAWN + LDA | 66.600249390625 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | ShallowConvNet | 63.189278171874996 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |