Brain Decoding on SEED-IV
62.5Balanced AccuracyGVG-Janus (Full)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GVG-Janus (Full)Multi-Task=true, Trainable Params=~1.7B, Alignment=Image+Text2026.05 | 62.5 | 63.69 | |
| GVG-Janus (LoRA)Multi-Task=true, Trainable Params=49M, Alignment=Image+Text2026.05 | 47.82 | 49.23 | |
| LaBraMTask Setting=Single-task2025.06 | 47.63 | 49.14 | |
| LaBraMMulti-Task=false, Trainable Params=5.8M, Alignment=-2026.05 | 47.63 | 49.14 | |
| UniMindTask Setting=Multi-task2025.06 | 45.56 | 43.58 | |
| ContraWRTask Setting=Single-task2025.06 | 38.38 | 40.21 | |
| ContraWRMulti-Task=false, Trainable Params=1.6M, Alignment=-2026.05 | 38.38 | 40.21 | |
| FFCLTask Setting=Single-task2025.06 | 37.81 | 39.76 | |
| FFCLMulti-Task=false, Trainable Params=2.4M, Alignment=-2026.05 | 37.81 | 39.76 | |
| ST-TransTask Setting=Single-task2025.06 | 36.93 | 36.95 | |
| ST-TransMulti-Task=false, Trainable Params=3.5M, Alignment=-2026.05 | 36.93 | 36.95 | |
| BIOTTask Setting=Single-task2025.06 | 36.19 | 42.76 | |
| BIOTMulti-Task=false, Trainable Params=3.2M, Alignment=-2026.05 | 36.19 | 42.76 | |
| CNN-TransTask Setting=Single-task2025.06 | 35.21 | 36.57 | |
| CNN-TransMulti-Task=false, Trainable Params=3.2M, Alignment=-2026.05 | 35.21 | 36.57 | |
| GVG-Janus (Full)Multi-Task=true, Trainable Params=~1.7B, Alignment=Image2026.05 | 33.04 | 31.13 | |
| NeuroLMTask Setting=Multi-task2025.06 | 32.3 | 34.65 | |
| NeuroLM-XLMulti-Task=true, Trainable Params=1.7B, Alignment=Text2026.05 | 32.3 | 34.65 | |
| SPaRCNetTask Setting=Single-task2025.06 | 29.88 | 32.05 | |
| SPaRCNetMulti-Task=false, Trainable Params=0.79M, Alignment=-2026.05 | 29.88 | 32.05 | |
| GVG-X-Omni (LoRA)Multi-Task=true, Trainable Params=170M, Alignment=Image2026.05 | 28.05 | 22.41 |