Metric: training time (s) (higher is better)
| # | Model↕ | training time (s)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EEGNeX | 4893.720471111111 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGITNet | 2489.9952416666665 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | ShallowConvNet | 1587.3318289166666 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGNet-8,2 | 78.75188250000001 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | XDAWN + LDA | 32.70688272222222 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ERPCov + MDM | 31.349976444444444 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | XDAWNCov + TS + SVM | 9.940868125 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | XDAWNCov + MDM | 5.015010133333333 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | ERPCov(svd_n=4) + MDM | 3.9697683444444447 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |