Brain Decoding on HMC
75.27Balanced AccuracyUniMind
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniMindTask Setting=Multi-task2025.06 | 75.27 | 77.4 | |
| LaBraMTask Setting=Single-task2025.06 | 72.86 | 75.54 | |
| LaBraMMulti-Task=false, Trainable Params=5.8M, Alignment=-2026.05 | 72.86 | 75.54 | |
| GVG-Janus (Full)Multi-Task=true, Trainable Params=~1.7B, Alignment=Image+Text2026.05 | 71.61 | 73.84 | |
| BIOTTask Setting=Single-task2025.06 | 68.62 | 70.91 | |
| BIOTMulti-Task=false, Trainable Params=3.2M, Alignment=-2026.05 | 68.62 | 70.91 | |
| NeuroLMTask Setting=Multi-task2025.06 | 67.37 | 71.26 | |
| NeuroLM-BMulti-Task=true, Trainable Params=254M, Alignment=Text2026.05 | 67.37 | 71.26 | |
| NeuroLM-LMulti-Task=true, Trainable Params=500M, Alignment=Text2026.05 | 66.58 | 68.96 | |
| GVG-Janus (Full)Multi-Task=true, Trainable Params=~1.7B, Alignment=Image2026.05 | 66.18 | 70.84 | |
| CNN-TransTask Setting=Single-task2025.06 | 65.73 | 68.96 | |
| CNN-TransMulti-Task=false, Trainable Params=3.2M, Alignment=-2026.05 | 65.73 | 68.96 | |
| GVG-Janus (LoRA)Multi-Task=true, Trainable Params=49M, Alignment=Image+Text2026.05 | 62.21 | 60.64 | |
| GVG-X-Omni (LoRA)Multi-Task=true, Trainable Params=170M, Alignment=Image2026.05 | 61.2 | 63.64 | |
| NeuroLM-XLMulti-Task=true, Trainable Params=1.7B, Alignment=Text2026.05 | 57.61 | 58.83 | |
| SPaRCNetTask Setting=Single-task2025.06 | 47.56 | 41.08 | |
| SPaRCNetMulti-Task=false, Trainable Params=0.79M, Alignment=-2026.05 | 47.56 | 41.08 | |
| FFCLTask Setting=Single-task2025.06 | 44.27 | 29.02 | |
| FFCLMulti-Task=false, Trainable Params=2.4M, Alignment=-2026.05 | 44.27 | 29.02 | |
| ContraWRTask Setting=Single-task2025.06 | 42.42 | 29.87 | |
| ContraWRMulti-Task=false, Trainable Params=1.6M, Alignment=-2026.05 | 42.42 | 29.87 | |
| ST-TransTask Setting=Single-task2025.06 | 25.59 | 14.28 | |
| ST-TransMulti-Task=false, Trainable Params=3.5M, Alignment=-2026.05 | 25.59 | 14.28 |