Brain Decoding on Huebner2018 MOABB
Metric: AUC-ROC (higher is better)
Metric: AUC-ROC (higher is better)
| # | Model↕ | AUC-ROC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | XDAWNCov + TS + SVM | 98.46594386111111 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGNet-8,2 | 98.17509305555555 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | XDAWNCov + MDM | 97.78393108333331 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | XDAWN + LDA | 97.53628586111111 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | ERPCov(svd_n=4) + MDM | 96.608676 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ERPCov + MDM | 95.14819502777779 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ShallowConvNet | 89.71045811111111 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | EEGITNet | 87.6017086111111 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | EEGNeX | 76.54384258333333 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |