Brain Decoding on TUAB
81.76Balanced AccuracyUniMind
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniMindTask Setting=Multi-task2025.06 | 81.76 | 82.03 | |
| LaBraMTask Setting=Single-task2025.06 | 81.4 | 81.47 | |
| LaBraMMulti-Task=false, Trainable Params=5.8M, Alignment=-2026.05 | 81.4 | 81.47 | |
| GVG-Janus (LoRA)Multi-Task=true, Trainable Params=49M, Alignment=Image+Text2026.05 | 80.75 | 81.04 | |
| GVG-Janus (Full)Multi-Task=true, Trainable Params=~1.7B, Alignment=Image2026.05 | 80.27 | 80.27 | |
| GVG-Janus (Full)Multi-Task=true, Trainable Params=~1.7B, Alignment=Image+Text2026.05 | 80.2 | 80.44 | |
| ContraWRTask Setting=Single-task2025.06 | 80.17 | 80.65 | |
| ContraWRMulti-Task=false, Trainable Params=1.6M, Alignment=-2026.05 | 80.17 | 80.65 | |
| NeuroLMTask Setting=Multi-task2025.06 | 79.69 | 78.93 | |
| NeuroLM-XLMulti-Task=true, Trainable Params=1.7B, Alignment=Text2026.05 | 79.69 | 78.93 | |
| ST-TransTask Setting=Single-task2025.06 | 79.66 | 80.9 | |
| ST-TransMulti-Task=false, Trainable Params=3.5M, Alignment=-2026.05 | 79.66 | 80.9 | |
| BIOTTask Setting=Single-task2025.06 | 79.59 | 78.82 | |
| BIOTMulti-Task=false, Trainable Params=3.2M, Alignment=-2026.05 | 79.59 | 78.82 | |
| CNN-TransTask Setting=Single-task2025.06 | 79.53 | 78.76 | |
| CNN-TransMulti-Task=false, Trainable Params=3.2M, Alignment=-2026.05 | 79.53 | 78.76 | |
| NeuroLM-LMulti-Task=true, Trainable Params=500M, Alignment=Text2026.05 | 78.76 | — | |
| SPaRCNetTask Setting=Single-task2025.06 | 78.69 | 75.13 | |
| SPaRCNetMulti-Task=false, Trainable Params=0.79M, Alignment=-2026.05 | 78.69 | 75.13 | |
| NeuroLM-BMulti-Task=true, Trainable Params=254M, Alignment=Text2026.05 | 78.26 | — | |
| FFCLTask Setting=Single-task2025.06 | 78.19 | 77.83 | |
| FFCLMulti-Task=false, Trainable Params=2.4M, Alignment=-2026.05 | 78.19 | 77.83 | |
| GVG-X-Omni (LoRA)Multi-Task=true, Trainable Params=170M, Alignment=Image2026.05 | 74.45 | 74.78 |