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Benchmarks
Visual Concept Discovery on NSD Measured and Predicted fMRI (test)
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21.5
Interpretable Hypotheses (> 0.5)
SAE+ICA
4.86
9.18
13.5
17.82
Dec 9, 2025
Interpretable Hypotheses (> 0.5)
Interpretable Hypotheses (> 0.8)
Updated 4d ago
Evaluation Results
Method
Method
Links
Interpretable Hypotheses (> 0.5)
Interpretable Hypotheses (> 0.8)
SAE+ICA
Aggregation strategy=M...
2025.12
21.5
5.9
ICA
Aggregation strategy=M...
2025.12
18.3
5.4
ICA
Aggregation strategy=S...
2025.12
18.1
4.2
SAE
Aggregation strategy=M...
2025.12
17.4
3.8
SAE
Aggregation strategy=S...
2025.12
15.7
3.3
PCA
Aggregation strategy=S...
2025.12
7.4
1
Voxels
2025.12
6.7
1.4
NMF
Aggregation strategy=S...
2025.12
5.5
0.8
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