Error Rate on Risky sample generation on NICO++
12.8Error Rate (%)AdvDiff
Evaluation Results
| Method | Links | |
|---|---|---|
| AdvDiffTarget Model=ViT-B/162025.12 | 12.8 | |
| AdvDiffTarget Model=EfficientNet-B22025.12 | 13.9 | |
| AdvDiffTarget Model=ResNet-502025.12 | 16.5 | |
| AdvDiffTarget Model=DenseNet-1212025.12 | 19.2 | |
| AdvDiffuserTarget Model=EfficientNet-B22025.12 | 28 | |
| AdvDiffuserTarget Model=DenseNet-1212025.12 | 35 | |
| AdvDiffuserTarget Model=ViT-B/162025.12 | 35.2 | |
| AdvDiffuserTarget Model=ResNet-502025.12 | 38.6 | |
| RiskyDiffTarget Model=ViT-B/162025.12 | 39.2 | |
| RiskyDiffTarget Model=DenseNet-1212025.12 | 39.6 | |
| RiskyDiffTarget Model=ResNet-502025.12 | 40.2 | |
| RiskyDiffTarget Model=EfficientNet-B22025.12 | 41.3 |