EEG Understanding on SEED (B-Acc, F1-W)
73.18Balanced AccuracyLaBraM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LaBraMMulti-Task=false, Trainable Params=5.8M, Alignment=-2026.05 | 73.18 | 73.54 | |
| BIOTMulti-Task=false, Trainable Params=3.2M, Alignment=-2026.05 | 70.97 | 71.34 | |
| GVG-Janus (Full)Multi-Task=true, Trainable Params=~1.7B, Alignment=Image+Text2026.05 | 68.92 | 68.49 | |
| GVG-Janus (LoRA)Multi-Task=true, Trainable Params=49M, Alignment=Image+Text2026.05 | 65.35 | 65.66 | |
| CNN-TransMulti-Task=false, Trainable Params=3.2M, Alignment=-2026.05 | 61.61 | 61.5 | |
| ContraWRMulti-Task=false, Trainable Params=1.6M, Alignment=-2026.05 | 61.06 | 61.37 | |
| GVG-X-Omni (LoRA)Multi-Task=true, Trainable Params=170M, Alignment=Image2026.05 | 60.73 | 61.11 | |
| NeuroLM-XLMulti-Task=true, Trainable Params=1.7B, Alignment=Text2026.05 | 60.34 | 60.63 | |
| NeuroLM-LMulti-Task=true, Trainable Params=500M, Alignment=Text2026.05 | 60.06 | 60.48 | |
| FFCLMulti-Task=false, Trainable Params=2.4M, Alignment=-2026.05 | 58.08 | 57.43 | |
| GVG-Janus (Full)Multi-Task=true, Trainable Params=~1.7B, Alignment=Image2026.05 | 57.29 | 56.15 | |
| SPaRCNetMulti-Task=false, Trainable Params=0.79M, Alignment=-2026.05 | 55.96 | 55.85 | |
| NeuroLM-BMulti-Task=true, Trainable Params=254M, Alignment=Text2026.05 | 55.54 | 55.99 | |
| ST-TransMulti-Task=false, Trainable Params=3.5M, Alignment=-2026.05 | 54.79 | 55.05 |