Targeted Adversarial Attack on ImageNet ILSVRC2012 (val)
43.422Median L2 DistanceTEA
Evaluation Results
| Method | Links | |
|---|---|---|
| TEAArchitecture=ViT, Query Budget=5542025.05 | 43.422 | |
| TEAArchitecture=ResNet101, Query Budget=5922025.05 | 45.139 | |
| TEAArchitecture=ResNet50, Query Budget=6022025.05 | 45.6 | |
| TEAArchitecture=ViT, Query Budget=5002025.05 | 46.2528 | |
| TEAArchitecture=VGG16, Query Budget=5882025.05 | 47.484 | |
| TEAArchitecture=ViT, Query Budget=4002025.05 | 47.8666 | |
| TEAArchitecture=ResNet101, Query Budget=5002025.05 | 49.3863 | |
| TEAArchitecture=ResNet50, Query Budget=5002025.05 | 49.8352 | |
| TEAArchitecture=ViT, Query Budget=3002025.05 | 50.8059 | |
| TEAArchitecture=VGG16, Query Budget=5002025.05 | 51.3763 | |
| TEAArchitecture=ResNet101, Query Budget=4002025.05 | 51.378 | |
| TEAArchitecture=ResNet50, Query Budget=4002025.05 | 51.953 | |
| TEAArchitecture=VGG16, Query Budget=4002025.05 | 53.4018 | |
| AHAArchitecture=ViT, Query Budget=5542025.05 | 54.494 | |
| TEAArchitecture=ResNet101, Query Budget=3002025.05 | 54.9321 | |
| TEAArchitecture=ResNet50, Query Budget=3002025.05 | 55.5589 | |
| TEAArchitecture=ViT, Query Budget=2002025.05 | 56.1255 | |
| AHAArchitecture=ViT, Query Budget=5002025.05 | 56.572 | |
| TEAArchitecture=VGG16, Query Budget=3002025.05 | 56.9954 | |
| CGBA-HArchitecture=ViT, Query Budget=5542025.05 | 57.71 | |
| CGBA-HArchitecture=ViT, Query Budget=5002025.05 | 58.598 | |
| AHAArchitecture=ViT, Query Budget=4002025.05 | 59.857 | |
| AHAArchitecture=ResNet101, Query Budget=5922025.05 | 61.134 | |
| AHAArchitecture=ResNet50, Query Budget=6022025.05 | 61.168 | |
| CGBA-HArchitecture=ViT, Query Budget=4002025.05 | 61.3 | |
| TEAArchitecture=ResNet101, Query Budget=2002025.05 | 61.3794 | |
| TEAArchitecture=ResNet50, Query Budget=2002025.05 | 62.0338 | |
| AHAArchitecture=VGG16, Query Budget=5882025.05 | 62.126 | |
| TEAArchitecture=VGG16, Query Budget=2002025.05 | 63.653 | |
| CGBA-HArchitecture=ViT, Query Budget=3002025.05 | 63.655 | |
| AHAArchitecture=ResNet101, Query Budget=5002025.05 | 63.717 | |
| AHAArchitecture=ViT, Query Budget=3002025.05 | 63.951 | |
| AHAArchitecture=ResNet50, Query Budget=5002025.05 | 64.172 | |
| CGBA-HArchitecture=ResNet101, Query Budget=5922025.05 | 64.528 | |
| AHAArchitecture=ViT, Query Budget=2002025.05 | 65.501 | |
| AHAArchitecture=VGG16, Query Budget=5002025.05 | 65.569 | |
| CGBA-HArchitecture=ResNet101, Query Budget=5002025.05 | 66.169 | |
| CGBA-HArchitecture=VGG16, Query Budget=5882025.05 | 66.578 | |
| CGBA-HArchitecture=ResNet50, Query Budget=6022025.05 | 66.774 | |
| AHAArchitecture=ResNet101, Query Budget=4002025.05 | 67.051 | |
| AHAArchitecture=ResNet50, Query Budget=4002025.05 | 67.091 | |
| TEAArchitecture=ViT, Query Budget=1002025.05 | 67.5654 | |
| CGBA-HArchitecture=VGG16, Query Budget=5002025.05 | 67.745 | |
| AHAArchitecture=VGG16, Query Budget=4002025.05 | 68.538 | |
| CGBA-HArchitecture=ResNet50, Query Budget=5002025.05 | 68.671 | |
| CGBA-HArchitecture=ResNet101, Query Budget=4002025.05 | 68.803 | |
| AHAArchitecture=ViT, Query Budget=1002025.05 | 68.863 | |
| CGBA-HArchitecture=ViT, Query Budget=2002025.05 | 69.511 | |
| CGBAArchitecture=ViT, Query Budget=5542025.05 | 69.954 | |
| CGBA-HArchitecture=VGG16, Query Budget=4002025.05 | 70.559 | |
| AHAArchitecture=ResNet101, Query Budget=3002025.05 | 70.676 | |
| AHAArchitecture=ResNet50, Query Budget=3002025.05 | 71.054 | |
| CGBAArchitecture=ViT, Query Budget=5002025.05 | 71.291 | |
| CGBA-HArchitecture=ResNet50, Query Budget=4002025.05 | 71.479 | |
| CGBA-HArchitecture=ResNet101, Query Budget=3002025.05 | 71.874 | |
| CGBAArchitecture=ViT, Query Budget=4002025.05 | 72.839 | |
| CGBA-HArchitecture=ViT, Query Budget=1002025.05 | 73.074 | |
| AHAArchitecture=VGG16, Query Budget=3002025.05 | 73.174 | |
| CGBAArchitecture=ViT, Query Budget=3002025.05 | 74.139 | |
| CGBA-HArchitecture=ResNet50, Query Budget=3002025.05 | 74.168 | |
| CGBA-HArchitecture=VGG16, Query Budget=3002025.05 | 74.359 | |
| TEAArchitecture=ResNet101, Query Budget=1002025.05 | 74.5036 | |
| CGBAArchitecture=ViT, Query Budget=2002025.05 | 74.702 | |
| CGBA-HArchitecture=ResNet101, Query Budget=2002025.05 | 74.738 | |
| TEAArchitecture=ResNet50, Query Budget=1002025.05 | 75.2155 | |
| AHAArchitecture=ResNet50, Query Budget=2002025.05 | 75.344 | |
| CGBAArchitecture=ViT, Query Budget=1002025.05 | 76.885 | |
| TEAArchitecture=VGG16, Query Budget=1002025.05 | 77.2608 | |
| AHAArchitecture=ResNet101, Query Budget=2002025.05 | 77.869 | |
| AHAArchitecture=VGG16, Query Budget=2002025.05 | 78.445 | |
| HSJAArchitecture=ViT, Query Budget=5542025.05 | 78.626 | |
| HSJAArchitecture=ViT, Query Budget=5002025.05 | 78.761 | |
| CGBA-HArchitecture=ResNet50, Query Budget=2002025.05 | 79.348 | |
| HSJAArchitecture=ViT, Query Budget=4002025.05 | 79.599 | |
| HSJAArchitecture=ViT, Query Budget=3002025.05 | 79.606 | |
| HSJAArchitecture=ViT, Query Budget=2002025.05 | 79.981 | |
| CGBAArchitecture=ResNet101, Query Budget=5922025.05 | 80.339 | |
| AHAArchitecture=ResNet50, Query Budget=1002025.05 | 80.438 | |
| HSJAArchitecture=ViT, Query Budget=1002025.05 | 80.454 | |
| CGBA-HArchitecture=ResNet101, Query Budget=1002025.05 | 81.376 | |
| CGBAArchitecture=ResNet101, Query Budget=5002025.05 | 81.543 | |
| CGBA-HArchitecture=VGG16, Query Budget=2002025.05 | 81.599 | |
| CGBAArchitecture=ResNet101, Query Budget=4002025.05 | 82.483 | |
| AHAArchitecture=ResNet101, Query Budget=1002025.05 | 82.574 | |
| CGBA-HArchitecture=ResNet50, Query Budget=1002025.05 | 83.104 | |
| CGBAArchitecture=ResNet101, Query Budget=3002025.05 | 83.75 | |
| CGBAArchitecture=ResNet50, Query Budget=6022025.05 | 83.937 | |
| CGBAArchitecture=ResNet101, Query Budget=2002025.05 | 84.246 | |
| AHAArchitecture=VGG16, Query Budget=1002025.05 | 84.77 | |
| CGBAArchitecture=ResNet50, Query Budget=5002025.05 | 84.897 | |
| CGBAArchitecture=ResNet50, Query Budget=4002025.05 | 85.579 | |
| CGBAArchitecture=ResNet101, Query Budget=1002025.05 | 85.623 | |
| CGBA-HArchitecture=VGG16, Query Budget=1002025.05 | 85.805 | |
| CGBAArchitecture=ResNet50, Query Budget=3002025.05 | 86.236 | |
| HSJAArchitecture=ResNet101, Query Budget=5922025.05 | 87.133 | |
| CGBAArchitecture=ResNet50, Query Budget=2002025.05 | 87.165 | |
| HSJAArchitecture=ResNet50, Query Budget=6022025.05 | 87.203 | |
| HSJAArchitecture=ResNet101, Query Budget=5002025.05 | 87.222 | |
| HSJAArchitecture=ResNet101, Query Budget=4002025.05 | 87.356 | |
| HSJAArchitecture=ResNet50, Query Budget=5002025.05 | 87.724 |