Feature Attribution on ImageNet 1000 samples (val)
4.37InfidelityGuidedGradCam
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GuidedGradCamBackbone=VGG2025.07 | 4.37 | 70.8 | 40.6 | 52.9 | 0.292 | 40.8 | |
| PullbackAscentBackbone=ResNet502025.07 | 5.384 | 38.2 | 39.4 | 42.1 | 0.244 | 21.2 | |
| PullbackAscentBackbone=VGG2025.07 | 5.616 | 57 | 37.6 | 31.2 | 0.39 | 13.6 | |
| GuidedGradCamBackbone=ResNet502025.07 | 5.761 | 43.7 | 27.5 | 50.7 | 0.242 | 41.7 | |
| SoftPullbackBackbone=ResNet502025.07 | 5.989 | 38.9 | 43.7 | 42 | 0.119 | 6.2 | |
| SmoothPullbackBackbone=ResNet502025.07 | 8.122 | 32.6 | 32.1 | 35.2 | 0.22 | 6.5 | |
| FusionPullbackBackbone=ResNet502025.07 | 10.131 | 30.6 | 30.6 | 35 | 0.362 | 5.1 | |
| SmoothPullbackBackbone=VGG2025.07 | 14.03 | 54.5 | 42.8 | 30.9 | 0.398 | 4.8 | |
| FusionPullbackBackbone=VGG2025.07 | 16.056 | 51.3 | 40.6 | 31.5 | 0.513 | 3.5 | |
| SoftPullbackBackbone=VGG2025.07 | 16.303 | 60.6 | 53 | 37.5 | 0.212 | 6.4 | |
| GradientAscentBackbone=VGG2025.07 | 18.523 | 50.8 | 26.4 | 23.4 | 1.217 | 0 | |
| GradientAscentBackbone=ResNet502025.07 | 29.48 | 27.8 | 13.1 | 23.1 | 1.267 | 0.2 | |
| FusionGradBackbone=VGG2025.07 | 38.651 | 50.6 | 52.1 | 36.3 | 0.955 | 1.3 | |
| SmoothGradBackbone=VGG2025.07 | 52.044 | 51.3 | 50.8 | 38.5 | 0.781 | 2.5 | |
| FusionGradBackbone=ResNet502025.07 | 58.514 | 34.4 | 33.6 | 35.7 | 0.855 | 1.4 | |
| IGBackbone=ResNet502025.07 | 66.83 | 24.4 | 42.1 | 35 | 0.788 | 2.9 | |
| SmoothGradBackbone=ResNet502025.07 | 66.883 | 33.1 | 32.1 | 36.4 | 0.639 | 2.4 | |
| GradientShapBackbone=ResNet502025.07 | 69.072 | 23.3 | 40.9 | 34.4 | 1.4 | 2.3 | |
| DeepLiftBackbone=ResNet502025.07 | 73.188 | 20.1 | 40.4 | 32.4 | 0.982 | 3.3 | |
| IGBackbone=VGG2025.07 | 75.796 | 43.4 | 63.4 | 37.9 | 0.752 | 4.6 | |
| GradientShapBackbone=VGG2025.07 | 76.05 | 43 | 63.2 | 38.1 | 1.086 | 4.2 | |
| GradientBackbone=ResNet502025.07 | 83.294 | 24.1 | 28.9 | 27.5 | 0.952 | 3.2 | |
| DeepLiftBackbone=VGG2025.07 | 85.658 | 35.6 | 57.7 | 35.8 | 0.929 | 5.7 | |
| GradientBackbone=VGG2025.07 | 100.09 | 45.7 | 46.6 | 31.6 | 0.898 | 5.3 |