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Benchmarks
Concept Interpretability on PartImageNet (test)
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44.3
Locality
INSIGHT
15.284
22.817
30.35
37.883
Jan 20, 2026
Locality
Consistency
Impurity
Updated 1mo ago
Evaluation Results
Method
Method
Links
Locality
Consistency
Impurity
INSIGHT
Backbone=ViT-B-16 CLIP...
2026.01
44.3
15.3
0.333
PatchSAE
2026.01
32.2
13.1
0.353
MSAE
LRP for spatial attrib...
2026.01
20.9
10.6
0.833
DN-CBM
LRP for spatial attrib...
2026.01
18.7
9.3
0.761
SALF-CBM
2026.01
16.4
9.9
0.841
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