Metric: training time (s) (higher is better)
| # | Model↕ | training time (s)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | EEGNeX | 6374.80394962963 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | ShallowConvNet | 4598.484442222222 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | EEGITNet | 468.54065999999995 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | ERPCov + MDM | 127.87080321296297 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | EEGNet-8,2 | 109.5753095 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | XDAWN + LDA | 28.108453657407406 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | XDAWNCov + TS + SVM | 18.539845689814815 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ERPCov(svd_n=4) + MDM | 9.584082125 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | XDAWNCov + MDM | 8.865101517592594 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |