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NSD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Cross-Subject Voxel AlignmentNSD (Natural Scenes Dataset) (subject pair)
Precision97.1
60
Interpretable Brain Pattern DiscoveryNSD Measured fMRI
Interpretable Pattern Count (> 0.5)30,583
16
fMRI-to-image reconstructionNSD (Subjects 01, 02, 05, 07)
Inception Feature Similarity97.8
14
fMRI-to-image reconstructionNSD 2 (test)
Inception Feature Similarity95.8
9
Visual Concept DiscoveryNSD Measured + Predicted fMRI (test)
Interpretable Hypotheses (> 0.5)21.5
8
Interpretable Brain Pattern DiscoveryNSD Predicted fMRI
Interpretable Patterns (Align > 0.5)16,051
8
fMRI-to-image reconstructionNSD
PixCorr15.8
1
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