Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | XDAWNCov + TS + SVM | 98.68678031578948 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGNet-8,2 | 98.28146008108108 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | XDAWNCov + MDM | 98.07393668421052 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | XDAWN + LDA | 97.74267144736841 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | ERPCov(svd_n=4) + MDM | 96.20552692105264 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | EEGITNet | 95.78304654054055 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ERPCov + MDM | 94.469262 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ShallowConvNet | 90.959699 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | EEGNeX | 79.73031656756756 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |