Metric: training time (s) (higher is better)
| # | Model↕ | training time (s)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EEGNeX | 25.649349828767125 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGITNet | 16.593567684931507 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | EEGNet-8,2 | 13.898916060273972 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | ShallowConvNet | 9.185006005479453 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | XDAWNCov + TS + SVM | 1.2172368082191782 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ERPCov + MDM | 1.0407688483561643 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | XDAWN + LDA | 0.5100849124657535 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | XDAWNCov + MDM | 0.30659427246575344 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | ERPCov(svd_n=4) + MDM | 0.22355115438356163 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |