Susceptibility to Adversarial Fine-Tuning on ImageNet
2.77Susceptibility ScoreMeanDiffGradCAM++
Evaluation results
| Method | Links | |
|---|---|---|
| MeanDiffGradCAM++Backbone=DenseNet2025.06 | 2.77 | |
| GradCAM++Backbone=DenseNet2025.06 | 2.99 | |
| LSEDiffGradCAM++Backbone=DenseNet2025.06 | 3.09 | |
| MaxDiffGradCAM++Backbone=DenseNet2025.06 | 3.35 | |
| GradCAM++Backbone=Inception2025.06 | 3.51 | |
| MeanDiffGradCAM++Backbone=Inception2025.06 | 3.61 | |
| MeanDiffGradCAMBackbone=Inception2025.06 | 4.02 | |
| LSEDiffGradCAM++Backbone=Inception2025.06 | 4.36 | |
| MaxDiffGradCAM++Backbone=Inception2025.06 | 4.56 | |
| MeanDiffGradCAMBackbone=DenseNet2025.06 | 4.6 | |
| EigenCAMBackbone=Inception2025.06 | 5.06 | |
| MeanDiffGradCAM++Backbone=ResNet2025.06 | 5.19 | |
| MeanDiffGradCAMBackbone=ResNet2025.06 | 5.67 | |
| GradCAM++Backbone=ResNet2025.06 | 6.29 | |
| LSEDiffGradCAM++Backbone=ResNet2025.06 | 6.36 | |
| ScoreCAMBackbone=Inception2025.06 | 6.57 | |
| EigenCAMBackbone=ResNet2025.06 | 6.75 | |
| MaxDiffGradCAM++Backbone=ResNet2025.06 | 6.86 | |
| EigenCAMBackbone=DenseNet2025.06 | 7.24 | |
| LSEDiffGradCAMBackbone=ResNet2025.06 | 8.04 | |
| LSEDiffGradCAMBackbone=ConvNeXt2025.06 | 8.1 | |
| HiResCAMBackbone=ConvNeXt2025.06 | 8.29 | |
| XGradCAMBackbone=ConvNeXt2025.06 | 8.29 | |
| MaxDiffGradCAMBackbone=ConvNeXt2025.06 | 8.6 | |
| LSEDiffGradCAM++Backbone=ConvNeXt2025.06 | 9.06 | |
| MaxDiffGradCAM++Backbone=ConvNeXt2025.06 | 9.08 | |
| MaxDiffGradCAMBackbone=ResNet2025.06 | 9.14 | |
| GradCAMBackbone=DenseNet2025.06 | 10.19 | |
| LSEDiffGradCAMBackbone=DenseNet2025.06 | 10.5 | |
| ScoreCAMBackbone=ConvNeXt2025.06 | 10.98 | |
| GradCAMBackbone=ConvNeXt2025.06 | 11.09 | |
| LSEDiffGradCAMBackbone=Inception2025.06 | 11.33 | |
| MeanDiffGradCAMBackbone=ConvNeXt2025.06 | 11.53 | |
| XGradCAMBackbone=DenseNet2025.06 | 11.57 | |
| MaxDiffGradCAMBackbone=DenseNet2025.06 | 12 | |
| MaxDiffGradCAMBackbone=Inception2025.06 | 12.37 | |
| HiResCAMBackbone=DenseNet2025.06 | 13.39 | |
| MeanDiffGradCAM++Backbone=ConvNeXt2025.06 | 14.42 | |
| GradCAM++Backbone=ConvNeXt2025.06 | 14.77 | |
| ScoreCAMBackbone=ResNet2025.06 | 15.56 | |
| ScoreCAMBackbone=DenseNet2025.06 | 16.61 | |
| EigenCAMBackbone=ConvNeXt2025.06 | 17.34 | |
| HiResCAMBackbone=ResNet2025.06 | 21.65 | |
| XGradCAMBackbone=ResNet2025.06 | 21.65 | |
| HiResCAMBackbone=Inception2025.06 | 22.95 | |
| XGradCAMBackbone=Inception2025.06 | 22.95 | |
| GradCAMBackbone=ResNet2025.06 | 23.18 | |
| GradCAMBackbone=Inception2025.06 | 25.49 |