Feature Relevance Evaluation on ImageNet (test)
0.97R (Feature Relevance)RelEx
Evaluation Results
| Method | Links | |
|---|---|---|
| RelExTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.97 | |
| RelExTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.96 | |
| RelExTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.95 | |
| RelExTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.94 | |
| RelExTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.78 | |
| RelExTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.66 | |
| RelExTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.6 | |
| GradCAMTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.58 | |
| RelExTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.56 | |
| DeepLIFTTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.48 | |
| GradCAMTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.45 | |
| DeepLIFTTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.43 | |
| SimGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.4 | |
| MASKTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.4 | |
| GradCAMTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.39 | |
| SmoothGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.38 | |
| SimGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.37 | |
| IntGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.35 | |
| SmoothGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.33 | |
| MASKTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.32 | |
| IntGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.3 | |
| SimGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.22 | |
| DeepLIFTTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.2 | |
| SmoothGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.18 | |
| SmoothGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.17 | |
| GradCAMTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.16 | |
| SmoothGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.15 | |
| MASKTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.15 | |
| GradCAMTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.14 | |
| SimGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.14 | |
| MASKTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.14 | |
| IntGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.13 | |
| SmoothGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.12 | |
| RT-SalTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.12 | |
| DeepLIFTTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.12 | |
| GradCAMTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.11 | |
| RT-SalTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.1 | |
| SmoothGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.1 | |
| GradCAMTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.08 | |
| IntGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.07 | |
| IntGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.07 | |
| IntGradTarget Model=Robust ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.07 | |
| IntGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.06 | |
| RT-SalTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.06 | |
| MASKTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.05 | |
| SimGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.04 | |
| SmoothGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.04 | |
| DeepLIFTTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.04 | |
| DeepLIFTTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.04 | |
| DeepLIFTTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.04 | |
| DeepLIFTTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.04 | |
| MASKTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.04 | |
| SimGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.072021.03 | 0.03 | |
| SimGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.12021.03 | 0.03 | |
| SimGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.03 | |
| IntGradTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.03 | |
| GradCAMTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.03 | |
| MASKTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=0.32021.03 | 0.03 | |
| RT-SalTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.02 | |
| MASKTarget Model=Natural ResNet-50, Perturbation Magnitude (epsilon)=1.02021.03 | 0.01 |