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ResearchFormerly WizWand

Feature Relevance Evaluation on ImageNet (test)

0.97R (Feature Relevance)RelEx
-0.02840.23080.490.7492Mar 26, 2021
Updated 8mo ago

Evaluation results

MethodLinks
RelExTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.97
RelExTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.96
RelExTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.95
RelExTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.94
RelExTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.78
RelExTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.66
RelExTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.6
GradCAMTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.58
RelExTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.56
DeepLIFTTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.48
GradCAMTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.45
DeepLIFTTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.43
SimGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.4
MASKTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.4
GradCAMTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.39
SmoothGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.38
SimGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.37
IntGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.35
SmoothGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.33
MASKTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.32
IntGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.3
SimGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.22
DeepLIFTTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.2
SmoothGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.18
SmoothGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.17
GradCAMTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.16
SmoothGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.15
MASKTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.15
GradCAMTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.14
SimGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.14
MASKTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.14
IntGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.13
SmoothGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.12
RT-SalTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.12
DeepLIFTTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.12
GradCAMTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.11
RT-SalTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.1
SmoothGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.1
GradCAMTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.08
IntGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.07
IntGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.07
IntGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.07
IntGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.06
RT-SalTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.06
MASKTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.05
SimGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.04
SmoothGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.04
DeepLIFTTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.04
DeepLIFTTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.04
DeepLIFTTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.04
DeepLIFTTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.04
MASKTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.04
SimGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.030.03
SimGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.030.03
SimGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.03
IntGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.03
GradCAMTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.03
MASKTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.030.03
RT-SalTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.02
MASKTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.030.01