Metric: training time (s) (higher is better)
| # | Model↕ | training time (s)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EEGNeX | 105.33800122727274 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGITNet | 51.57266440909091 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | ShallowConvNet | 50.65970795454545 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNet-8,2 | 36.372572295454546 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | ERPCov + MDM | 17.70060197727273 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | XDAWNCov + TS + SVM | 8.7821148 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | XDAWN + LDA | 6.902407668181818 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ERPCov(svd_n=4) + MDM | 2.337742318181818 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | XDAWNCov + MDM | 1.9377388022727273 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |