Metric: training time (s) (higher is better)
| # | Model↕ | training time (s)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EEGNeX | 23.31658614285714 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGITNet | 22.83087557142857 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | EEGNet-8,2 | 15.87339438095238 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | ShallowConvNet | 13.902749985714287 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | XDAWNCov + TS + SVM | 0.85638401025 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ERPCov + MDM | 0.7168895120000001 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | XDAWN + LDA | 0.3639022155 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ERPCov(svd_n=4) + MDM | 0.30020958225 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | XDAWNCov + MDM | 0.18693414675 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |