| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| EEG signal classification | MAMEM-SSVEP-II | Accuracy70.96 | 29 | |
| SSVEP decoding | MAMEM-SSVEP-II | Accuracy68.6 | 13 | |
| Steady-State Visually Evoked Potential (SSVEP) EEG Classification | MAMEM-SSVEP-II 10-fold validation (test) | Average Accuracy67.27 | 12 | |
| Steady-State Visual Evoked Potential decoding | MAMEM-SSVEP II (test) | Accuracy65.5 | 8 | |
| SSVEP EEG Decoding | MAMEM-SSVEP Standard cross-session fifth session II (test) | Accuracy69.78 | 5 |