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Attribution Performance Evaluation on ImageNet 5,000 images (val)
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0.635
Positive AUC
Random
0.309584
0.394067
0.47855
0.563033
May 29, 2024
Positive AUC
Negative AUC
Updated 2mo ago
Evaluation Results
Method
Method
Links
Positive AUC
Negative AUC
Random
category=Other
2024.05
0.635
0.579
GradCAM
category=Model-Specific
2024.05
0.5539
0.5546
RISE
category=Model-Agnostic
2024.05
0.504
0.7229
GradSHAP
category=Model-Agnostic
2024.05
0.4599
0.7067
FastSHAP
category=Amortized
2024.05
0.4591
0.7084
IG
category=Model-Agnostic
2024.05
0.4276
0.7216
AttLRP
category=Model-Specific
2024.05
0.3652
0.7092
FEX
training_samples=50k,...
2024.05
0.3573
0.6892
FEX
training_samples=1.3M,...
2024.05
0.3221
0.7296
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