Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | XDAWNCov + MDM | 83.0813024 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | XDAWNCov + TS + SVM | 82.9463175 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | EEGITNet | 81.8696517 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNet-8,2 | 81.1056664 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | XDAWN + LDA | 78.6240163 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | EEGNeX | 77.73544530000001 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ERPCov(svd_n=4) + MDM | 76.9320484 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ERPCov + MDM | 76.7858569 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | ShallowConvNet | 64.19801570000001 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |