Brain Computer Interface on BrainInvaders2015a 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 | 93.05381111627908 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | XDAWNCov + MDM | 92.56596253488371 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | EEGITNet | 90.70906591472868 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNeX | 87.61770750387598 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | EEGNet-8,2 | 86.79717793023256 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ERPCov + MDM | 80.01716807751939 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ERPCov(svd_n=4) + MDM | 77.92098565891473 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | XDAWN + LDA | 76.01550499224807 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | ShallowConvNet | 59.55947582945736 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |