Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | XDAWNCov + TS + SVM | 93.42633376666666 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGITNet | 92.20581209999999 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | XDAWNCov + MDM | 92.0386331 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNet-8,2 | 91.3685305 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | EEGNeX | 90.57953203333334 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ShallowConvNet | 85.12375750000001 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ERPCov(svd_n=4) + MDM | 84.51730606666668 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ERPCov + MDM | 81.155062 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | XDAWN + LDA | 64.0324565 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |