Visual Encoding on Natural Scenes Dataset (NSD) (test)
16gPCCMind-Omni
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Mind-OmniTask=I&T→B2026.05 | 16 | — | — | — | — | 0.654 | 40.8 | 75.4 | 0.187 | 65.4 | |
| Mind-OmniTask=I→B2026.05 | 15.7 | — | — | — | — | 0.656 | 40.3 | 67.9 | 0.224 | 56.2 | |
| Mind-OmniTask=T→B2026.05 | 10.8 | — | — | — | — | 0.729 | 30.7 | 73.8 | 0.198 | 61.9 | |
| MoPoE2026.05 | 8.5 | — | — | — | — | 0.845 | 21.5 | 46.8 | 0.386 | 38.2 | |
| BraVL2026.05 | 8.3 | — | — | — | — | 0.823 | 22.1 | 52.3 | 0.299 | 41.7 | |
| MindSimulatorType=E2026.04 | — | 93.1 | 91.2 | 68.9 | 39.1 | — | — | — | — | — | |
| NeuroFlowType=E&D, Pretrain=×, Architecture=VAE+XFM, Param=660M2026.04 | — | 98.6 | 98.7 | 59 | 34.1 | — | — | — | — | — | |
| SynBrainType=E, Pretrain=×, Architecture=VAE+Transformer, Param=690M2026.04 | — | 95.7 | 94.3 | 63.9 | 36.2 | — | — | — | — | — |