ERP on BrainInvaders2012 MOABB
Metric: AUC-ROC (higher is better)
Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | XDAWNCov + TS + SVM | 90.98646704 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGITNet | 89.64630072 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | XDAWNCov + MDM | 88.21925356 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNeX | 88.21605579999999 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | EEGNet-8,2 | 87.1327338 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ERPCov(svd_n=4) + MDM | 79.01510372 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ERPCov + MDM | 78.76657744 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ShallowConvNet | 77.06215808 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | XDAWN + LDA | 64.411995 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |