Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | XDAWNCov + TS + SVM | 84.55596702272726 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | XDAWNCov + MDM | 83.47637268181818 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | EEGITNet | 83.33420745454546 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNet-8,2 | 82.65727052272726 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | EEGNeX | 81.59775325 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | XDAWN + LDA | 77.22383009090909 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ERPCov(svd_n=4) + MDM | 77.09262879545456 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ERPCov + MDM | 75.03742063636363 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | ShallowConvNet | 73.19578579545454 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |