Brain-to-Image Generation on NSD (test)
96.1AlexNet Feature Similarity (Layer 2)MindEye2
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MindEye2Category=CLIP + unCLIP + Diffusion Prior + GIT Model2026.06 | 96.1 | 0.322 | 0.431 | 98.6 | 95.4 | 93 | 0.619 | 0.344 | |
| UMBRAECategory=CLIP + unCLIP + Diffusion Prior + GIT Model2026.06 | 95.5 | 0.283 | 0.341 | 97 | 91.7 | 93.5 | 0.7 | 0.393 | |
| Ozcelik and VanRullenCategory=CLIP + unCLIP + Diffusion Prior + GIT Model2026.06 | 94.4 | 0.273 | 0.365 | 96.6 | 91.3 | 90.9 | 0.728 | 0.421 | |
| BrainJanusCategory=Autoregressive Model, Zero-shot=false2026.06 | 90.3 | 0.173 | 0.292 | 97.1 | 94.7 | 94.4 | 0.656 | 0.372 | |
| Qwen3-VL-235B-ITCategory=Caption to Image2026.06 | 85 | 0.153 | 0.285 | 94.2 | 95.4 | 96.7 | 0.607 | 0.402 | |
| Takagi and NishimotoCategory=CLIP + unCLIP + Diffusion Prior + GIT Model2026.06 | 78.9 | — | — | 85.6 | 83.8 | 82.1 | 0.811 | 0.504 | |
| GIT-largeCategory=Caption to Image2026.06 | 77.8 | 0.091 | 0.285 | 89.6 | 95.5 | 95.8 | 0.681 | 0.446 | |
| Coco CaptionCategory=Caption to Image2026.06 | 77.7 | 0.097 | 0.28 | 90 | 95.2 | 96.3 | 0.656 | 0.437 | |
| BrainJanusCategory=Autoregressive Model, Zero-shot=true2026.06 | 69.3 | 0.077 | 0.257 | 77.1 | 77.5 | 77.3 | 0.891 | 0.564 |