fMRI Encoding on Natural Scenes Dataset (NSD) subjects 1, 2, 5, 7 (avg) (test)
0.429Pearson CorrelationCHASMBrain
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CHASMBrainCategory=Prior works2026.06 | 0.429 | 0.261 | |
| DINOv2 linear probeCategory=DINOv2 linear probes, Layer=92026.06 | 0.41 | 0.357 | |
| DINOv2 linear probeCategory=DINOv2 linear probes, Layer=122026.06 | 0.407 | 0.357 | |
| DINOv2 linear probeCategory=DINOv2 linear probes, Layer=62026.06 | 0.403 | 0.359 | |
| Universal Encoder2024.06 | 0.392 | 0.336 | |
| Ridge Regression (best α)Category=Simple baselines2026.06 | 0.368 | 0.371 | |
| DINOv2 linear probeCategory=DINOv2 linear probes, Layer=32026.06 | 0.366 | 0.37 | |
| NRF2024.06 | 0.358 | 0.345 | |
| MindSimulator2024.06 | 0.355 | 0.385 | |
| fWRF2024.06 | 0.343 | 0.361 | |
| SynBrainCategory=Prior works, Note=reproduce results2026.06 | 0.338 | 0.453 | |
| BrainDIVE2024.06 | 0.323 | 0.353 | |
| MindSimulatorCategory=Prior works2026.06 | 0.322 | 0.429 | |
| GRUCategory=Simple baselines2026.06 | 0.237 | 0.461 | |
| LSTMCategory=Simple baselines2026.06 | 0.232 | 0.468 | |
| MLPCategory=Simple baselines2026.06 | 0.231 | 0.533 |