EEG Artifact Detection on TUAR
91.8AUROCFEMBA-Tiny
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FEMBA-TinySize=7.8M2026.03 | 91.8 | 51.8 | |
| LUNA-BaseSize=7M2026.03 | 90.2 | 49.5 | |
| LuMamba-TinySize=4.6M2026.03 | 89.6 | 49 | |
| EEGFormer-BaseSize=2.3M2026.03 | 84.7 | 48.3 | |
| CaMBRAINSize=37M, Training Objective=MMC2026.05 | 0.936 | 0.565 | |
| LUNA-HSize=311M, Training Objective=MMC2026.05 | 0.921 | 0.528 | |
| LUNA-BSize=7M, Training Objective=MMC2026.05 | 0.902 | 0.495 | |
| EEGFormer-LSize=3.2M, Training Objective=MMC2026.05 | 0.852 | 0.483 | |
| EEGFormer-BSize=2.3M, Training Objective=MMC2026.05 | 0.847 | 0.483 | |
| EEG-GNNTraining Objective=MMC2026.05 | 0.837 | 0.488 | |
| GraphS4merTraining Objective=MMC2026.05 | 0.833 | 0.461 | |
| BrainBERTSize=43M, Training Objective=MMC2026.05 | 0.753 | 0.35 | |
| EEGNetTraining Objective=MMC2026.05 | 0.752 | 0.433 |