Brain Decoding on Lee2019-ERP 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 | 98.40814827777777 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 2 | EEGNet-8,2 | 97.85841548148149 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 3 | XDAWNCov + MDM | 97.70259957407407 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 4 | EEGITNet | 96.81215804629629 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 5 | XDAWN + LDA | 96.45206821296297 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 6 | ERPCov(svd_n=4) + MDM | 82.47109035185186 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 7 | ShallowConvNet | 77.4085946574074 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 8 | ERPCov + MDM | 74.43493880555556 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |
| 9 | EEGNeX | 70.27269508333333 | No | The largest EEG-based BCI reproducibility study ... | 2024-04-03 | Code |