Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | XDAWNCov + TS + SVM | 92.71220376712328 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | XDAWNCov + MDM | 90.96501701369863 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | EEGITNet | 90.01125384931507 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNeX | 88.61672143835617 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | EEGNet-8,2 | 85.40249767123287 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ERPCov(svd_n=4) + MDM | 82.06941052054795 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ERPCov + MDM | 80.58733515068494 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | XDAWN + LDA | 76.74075019178083 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | ShallowConvNet | 74.50491942465753 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |