Risky Sample Transferability on ImageNet
6.1Error RateAdvDiff
Evaluation Results
| Method | Links | |
|---|---|---|
| AdvDiffTarget Model=ViT-B/16, Source Model=ResNet-502025.12 | 6.1 | |
| AdvDiffSource Model=ResNet-50, Target Model=ViT-B/162025.12 | 6.1 | |
| AdvDiffTarget Model=EfficientNet-B2, Source Model=ResNet-502025.12 | 7.4 | |
| AdvDiffSource Model=ResNet-50, Target Model=EfficientNet-B22025.12 | 7.4 | |
| AdvDiffTarget Model=DenseNet-121, Source Model=ResNet-502025.12 | 8.1 | |
| AdvDiffSource Model=ResNet-50, Target Model=DenseNet-1212025.12 | 8.1 | |
| AdvDiffTarget Model=ViT-B/162025.12 | 11.4 | |
| AdvDiffTarget Model=ResNet-502025.12 | 12.5 | |
| AdvDiffTarget Model=DenseNet-1212025.12 | 15 | |
| AdvDiffTarget Model=EfficientNet-B22025.12 | 23.2 | |
| AdvDiffuserTarget Model=ViT-B/16, Source Model=ResNet-502025.12 | 29.7 | |
| AdvDiffuserSource Model=ResNet-50, Target Model=ViT-B/162025.12 | 29.7 | |
| AdvDiffuserTarget Model=EfficientNet-B2, Source Model=ResNet-502025.12 | 30.6 | |
| AdvDiffuserSource Model=ResNet-50, Target Model=EfficientNet-B22025.12 | 30.6 | |
| AdvDiffuserTarget Model=DenseNet-121, Source Model=ResNet-502025.12 | 32.9 | |
| AdvDiffuserSource Model=ResNet-50, Target Model=DenseNet-1212025.12 | 32.9 | |
| RiskyDiffTarget Model=ViT-B/16, Source Model=ResNet-502025.12 | 39 | |
| RiskyDiffSource Model=ResNet-50, Target Model=ViT-B/162025.12 | 39 | |
| RiskyDiffTarget Model=EfficientNet-B2, Source Model=ResNet-502025.12 | 40.2 | |
| RiskyDiffSource Model=ResNet-50, Target Model=EfficientNet-B22025.12 | 40.2 | |
| RiskyDiffTarget Model=DenseNet-121, Source Model=ResNet-502025.12 | 42.6 | |
| RiskyDiffSource Model=ResNet-50, Target Model=DenseNet-1212025.12 | 42.6 | |
| AdvDiffuserTarget Model=DenseNet-1212025.12 | 51.2 | |
| AdvDiffuserTarget Model=EfficientNet-B22025.12 | 53.5 | |
| AdvDiffuserTarget Model=ResNet-502025.12 | 65.1 | |
| RiskyDiffTarget Model=DenseNet-1212025.12 | 68.2 | |
| AdvDiffuserTarget Model=ViT-B/162025.12 | 68.9 | |
| RiskyDiffTarget Model=EfficientNet-B22025.12 | 70.8 | |
| RiskyDiffTarget Model=ViT-B/162025.12 | 71.4 | |
| RiskyDiffTarget Model=ResNet-502025.12 | 71.5 |