Metric: training time (s) (higher is better)
| # | Model↕ | training time (s)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EEGNeX | 292.10557615384613 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGITNet | 254.26117153846155 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | ShallowConvNet | 215.27583423076925 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNet-8,2 | 169.22427923076924 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | ERPCov + MDM | 12.6986916875 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | XDAWN + LDA | 7.327161445 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | XDAWNCov + TS + SVM | 4.33317254 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | XDAWNCov + MDM | 2.812111245 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | ERPCov(svd_n=4) + MDM | 1.6276701575 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |