Motor Imagery Classification on BCI Comp. 2a (4 Classes) IV
64.72AccuracyEEGNeX SuLoRA
Evaluation results
| Method | Links | |
|---|---|---|
| EEGNeX SuLoRATotal # Params=134 884, Active # Params=64 7402025.10 | 64.72 | |
| EEGNeX Subject-SpecificTotal # Params=55 972, Active # Params=55 9722025.10 | 59.36 | |
| EEGNeX Subject-AgnosticTotal # Params=55 972, Active # Params=55 9722025.10 | 55 | |
| PBT SuLoRATotal # Params=1 480 612, Active # Params=935 5882025.10 | 54.51 | |
| EEGNex LoRATotal # Params=81 124, Active # Params=10 9802025.10 | 53.6 | |
| PRISMEvaluation Protocol=FM-Bench2026.02 | 51 | |
| PBT Subject-AgnosticTotal # Params=867 460, Active # Params=867 4602025.10 | 50.82 | |
| PBT Subject-SpecificTotal # Params=867 460, Active # Params=867 4602025.10 | 44.16 | |
| PRISMEvaluation Protocol=EEG-Bench2026.02 | 44 | |
| REVEEvaluation Protocol=EEG-Bench2026.02 | 41 | |
| LaBraMEvaluation Protocol=FM-Bench2026.02 | 38 | |
| CBraModEvaluation Protocol=FM-Bench2026.02 | 35 | |
| REVEEvaluation Protocol=FM-Bench2026.02 | 33 | |
| CBraModEvaluation Protocol=EEG-Bench2026.02 | 31 | |
| LaBraMEvaluation Protocol=EEG-Bench2026.02 | 28 | |
| PBT LoRATotal # Params=680 736, Active # Params=135 7122025.10 | 25.81 |