Brain Decoding on TUEV
64.09Balanced AccuracyLaBraM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LaBraMTask Setting=Single-task2025.06 | 64.09 | 83.12 | |
| LaBraMMulti-Task=false, Trainable Params=5.8M, Alignment=-2026.05 | 64.09 | 83.12 | |
| UniMindTask Setting=Multi-task2025.06 | 63.19 | 78.04 | |
| GVG-Janus (Full)Multi-Task=true, Trainable Params=~1.7B, Alignment=Image+Text2026.05 | 59.81 | 82.05 | |
| BIOTTask Setting=Single-task2025.06 | 52.81 | 74.92 | |
| BIOTMulti-Task=false, Trainable Params=3.2M, Alignment=-2026.05 | 52.81 | 74.92 | |
| GVG-Janus (LoRA)Multi-Task=true, Trainable Params=49M, Alignment=Image+Text2026.05 | 52.44 | 77.2 | |
| GVG-Janus (Full)Multi-Task=true, Trainable Params=~1.7B, Alignment=Image2026.05 | 48.38 | 75.72 | |
| NeuroLMTask Setting=Multi-task2025.06 | 46.79 | 73.59 | |
| NeuroLM-XLMulti-Task=true, Trainable Params=1.7B, Alignment=Text2026.05 | 46.79 | 73.59 | |
| NeuroLM-BMulti-Task=true, Trainable Params=254M, Alignment=Text2026.05 | 45.6 | 71.53 | |
| GVG-X-Omni (LoRA)Multi-Task=true, Trainable Params=170M, Alignment=Image2026.05 | 44.15 | 71.35 | |
| ContraWRTask Setting=Single-task2025.06 | 43.84 | 68.93 | |
| ContraWRMulti-Task=false, Trainable Params=1.6M, Alignment=-2026.05 | 43.84 | 68.93 | |
| SPaRCNetTask Setting=Single-task2025.06 | 41.61 | 70.24 | |
| SPaRCNetMulti-Task=false, Trainable Params=0.79M, Alignment=-2026.05 | 41.61 | 70.24 | |
| NeuroLM-LMulti-Task=true, Trainable Params=500M, Alignment=Text2026.05 | 41.32 | 73.87 | |
| CNN-TransTask Setting=Single-task2025.06 | 40.87 | 68.54 | |
| CNN-TransMulti-Task=false, Trainable Params=3.2M, Alignment=-2026.05 | 40.87 | 68.54 | |
| ST-TransTask Setting=Single-task2025.06 | 39.84 | 68.23 | |
| ST-TransMulti-Task=false, Trainable Params=3.5M, Alignment=-2026.05 | 39.84 | 68.23 | |
| FFCLTask Setting=Single-task2025.06 | 39.79 | 67.83 | |
| FFCLMulti-Task=false, Trainable Params=2.4M, Alignment=-2026.05 | 39.79 | 67.83 |