Metric: training time (s) (higher is better)
| # | Model↕ | training time (s)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EEGNeX | 14.724422183333333 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGITNet | 14.687204666666666 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | EEGNet-8,2 | 11.758606149999999 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | ShallowConvNet | 10.642818243333332 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | XDAWNCov + TS + SVM | 1.2433190566666668 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ERPCov + MDM | 1.1838480853333333 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | XDAWN + LDA | 0.4082341586666667 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | XDAWNCov + MDM | 0.31271911366666666 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | ERPCov(svd_n=4) + MDM | 0.27403514700000003 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |