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Attribution Performance Evaluation on ImageNet 5,000 images (val)

0.635Positive AUCRandom
0.3095840.3940670.478550.563033May 29, 2024

Evaluation results

MethodLinks
Randomcategory=Other2024.050.6350.579
GradCAMcategory=Model-Specific2024.050.55390.5546
RISEcategory=Model-Agnostic2024.050.5040.7229
GradSHAPcategory=Model-Agnostic2024.050.45990.7067
FastSHAPcategory=Amortized2024.050.45910.7084
IGcategory=Model-Agnostic2024.050.42760.7216
AttLRPcategory=Model-Specific2024.050.36520.7092
FEXtraining_samples=50k, category=Ours2024.050.35730.6892
FEXtraining_samples=1.3M, category=Ours2024.050.32210.7296