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ResearchFormerly WizWand

fMRI Encoding on Natural Scenes Dataset (NSD) subjects 1, 2, 5, 7 (avg) (test)

0.429Pearson CorrelationCHASMBrain
0.223080.276540.330.38346Jun 18, 2024Oct 15, 2024Feb 11, 2025Jun 10, 2025Oct 7, 2025Feb 3, 2026Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CHASMBrainCategory=Prior works2026.060.4290.261
DINOv2 linear probeCategory=DINOv2 linear probes, Layer=92026.060.410.357
DINOv2 linear probeCategory=DINOv2 linear probes, Layer=122026.060.4070.357
DINOv2 linear probeCategory=DINOv2 linear probes, Layer=62026.060.4030.359
Universal Encoder2024.060.3920.336
Ridge Regression (best α)Category=Simple baselines2026.060.3680.371
DINOv2 linear probeCategory=DINOv2 linear probes, Layer=32026.060.3660.37
NRF2024.060.3580.345
MindSimulator2024.060.3550.385
fWRF2024.060.3430.361
SynBrainCategory=Prior works, Note=reproduce results2026.060.3380.453
BrainDIVE2024.060.3230.353
MindSimulatorCategory=Prior works2026.060.3220.429
GRUCategory=Simple baselines2026.060.2370.461
LSTMCategory=Simple baselines2026.060.2320.468
MLPCategory=Simple baselines2026.060.2310.533