Metric: training time (s) (higher is better)
| # | Model↕ | training time (s)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EEGNeX | 199.32986724031008 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGITNet | 19.85593708914729 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | ShallowConvNet | 15.322640255813955 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNet-8,2 | 14.414908054263565 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | ERPCov + MDM | 3.9502074596899224 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | XDAWNCov + TS + SVM | 2.1127921527131783 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | XDAWN + LDA | 0.7962977278294574 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ERPCov(svd_n=4) + MDM | 0.560524827751938 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | XDAWNCov + MDM | 0.4988526374418605 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |