Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EEGNeX | 84.68838325 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | XDAWNCov + TS + SVM | 84.29081139285714 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | EEGITNet | 84.0994343125 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | XDAWNCov + MDM | 83.19801607142858 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | EEGNet-8,2 | 80.3845744375 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ShallowConvNet | 75.556908 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ERPCov + MDM | 71.973831125 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ERPCov(svd_n=4) + MDM | 71.444304125 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | XDAWN + LDA | 62.982488281250006 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |