Targeted Adversarial Attack on ImageNet (val) (L2 Distance)
3.823Median L2 DistanceTEA*
Evaluation Results
| Method | Links | |
|---|---|---|
| TEA*Backbone=VGG16, Query budget=200002025.05 | 3.823 | |
| CGBA-HBackbone=VGG16, Query budget=200002025.05 | 3.985 | |
| TEA*Backbone=ResNet50, Query budget=200002025.05 | 4.011 | |
| CGBA-HBackbone=ResNet50, Query budget=200002025.05 | 4.185 | |
| CGBABackbone=ViT, Query budget=200002025.05 | 4.258 | |
| CGBA-HBackbone=ResNet101, Query budget=200002025.05 | 4.507 | |
| TEA*Backbone=ResNet101, Query budget=200002025.05 | 4.56 | |
| CGBA-HBackbone=ViT, Query budget=200002025.05 | 4.635 | |
| TEA*Backbone=ViT, Query budget=200002025.05 | 4.955 | |
| TEA*Backbone=VGG16, Query budget=150002025.05 | 4.979 | |
| CGBA-HBackbone=VGG16, Query budget=150002025.05 | 5.306 | |
| TEA*Backbone=ResNet50, Query budget=150002025.05 | 5.429 | |
| CGBABackbone=VGG16, Query budget=200002025.05 | 5.687 | |
| CGBABackbone=ResNet101, Query budget=200002025.05 | 5.689 | |
| CGBA-HBackbone=ResNet50, Query budget=150002025.05 | 5.908 | |
| CGBABackbone=ViT, Query budget=150002025.05 | 5.92 | |
| CGBA-HBackbone=ViT, Query budget=150002025.05 | 5.987 | |
| AHABackbone=VGG16, Query budget=200002025.05 | 6.042 | |
| AHABackbone=VGG16, Query budget=150002025.05 | 6.238 | |
| TEA*Backbone=ResNet101, Query budget=150002025.05 | 6.281 | |
| TEA*Backbone=ViT, Query budget=150002025.05 | 6.301 | |
| CGBA-HBackbone=ResNet101, Query budget=150002025.05 | 6.341 | |
| AHABackbone=ResNet50, Query budget=200002025.05 | 6.449 | |
| CGBABackbone=ResNet50, Query budget=200002025.05 | 6.594 | |
| AHABackbone=ResNet101, Query budget=200002025.05 | 6.644 | |
| AHABackbone=ResNet50, Query budget=150002025.05 | 6.757 | |
| AHABackbone=ResNet101, Query budget=150002025.05 | 6.937 | |
| AHABackbone=ViT, Query budget=200002025.05 | 7.404 | |
| AHABackbone=VGG16, Query budget=100002025.05 | 7.456 | |
| TEA*Backbone=VGG16, Query budget=100002025.05 | 7.626 | |
| AHABackbone=ViT, Query budget=150002025.05 | 8.18 | |
| CGBA-HBackbone=VGG16, Query budget=100002025.05 | 8.558 | |
| AHABackbone=ResNet50, Query budget=100002025.05 | 8.597 | |
| TEA*Backbone=ResNet50, Query budget=100002025.05 | 8.798 | |
| CGBABackbone=ResNet101, Query budget=150002025.05 | 8.936 | |
| AHABackbone=ResNet101, Query budget=100002025.05 | 9.021 | |
| CGBA-HBackbone=ViT, Query budget=100002025.05 | 9.299 | |
| TEA*Backbone=ViT, Query budget=100002025.05 | 9.416 | |
| CGBABackbone=VGG16, Query budget=150002025.05 | 9.455 | |
| TEA*Backbone=ResNet101, Query budget=100002025.05 | 9.864 | |
| CGBA-HBackbone=ResNet50, Query budget=100002025.05 | 10.214 | |
| CGBABackbone=ViT, Query budget=100002025.05 | 10.319 | |
| CGBA-HBackbone=ResNet101, Query budget=100002025.05 | 10.341 | |
| CGBABackbone=ResNet50, Query budget=150002025.05 | 10.999 | |
| AHABackbone=ViT, Query budget=100002025.05 | 11.267 | |
| TEA*Backbone=VGG16, Query budget=50002025.05 | 16.05 | |
| AHABackbone=VGG16, Query budget=50002025.05 | 16.076 | |
| CGBABackbone=ResNet101, Query budget=100002025.05 | 17.623 | |
| TEA*Backbone=ResNet50, Query budget=50002025.05 | 18.338 | |
| AHABackbone=ResNet50, Query budget=50002025.05 | 18.394 | |
| TEA*Backbone=ViT, Query budget=50002025.05 | 18.507 | |
| CGBA-HBackbone=ViT, Query budget=50002025.05 | 18.566 | |
| AHABackbone=ResNet101, Query budget=50002025.05 | 18.78 | |
| TEA*Backbone=ResNet101, Query budget=50002025.05 | 18.932 | |
| CGBA-HBackbone=VGG16, Query budget=50002025.05 | 19.753 | |
| CGBABackbone=VGG16, Query budget=100002025.05 | 20.792 | |
| CGBABackbone=ResNet50, Query budget=100002025.05 | 22.094 | |
| AHABackbone=ViT, Query budget=50002025.05 | 22.197 | |
| CGBA-HBackbone=ResNet101, Query budget=50002025.05 | 22.47 | |
| CGBA-HBackbone=ResNet50, Query budget=50002025.05 | 22.835 | |
| CGBABackbone=ViT, Query budget=50002025.05 | 25.118 | |
| TEA*Backbone=VGG16, Query budget=25002025.05 | 27.984 | |
| TEA*Backbone=ViT, Query budget=25002025.05 | 28.134 | |
| TEA*Backbone=ResNet50, Query budget=25002025.05 | 29.747 | |
| TEA*Backbone=ResNet101, Query budget=25002025.05 | 29.965 | |
| AHABackbone=VGG16, Query budget=25002025.05 | 30.429 | |
| CGBA-HBackbone=ViT, Query budget=25002025.05 | 32.573 | |
| AHABackbone=ResNet50, Query budget=25002025.05 | 33.165 | |
| AHABackbone=ResNet101, Query budget=25002025.05 | 33.259 | |
| AHABackbone=ViT, Query budget=25002025.05 | 34.762 | |
| CGBA-HBackbone=VGG16, Query budget=25002025.05 | 35.686 | |
| CGBA-HBackbone=ResNet101, Query budget=25002025.05 | 38.043 | |
| TEA*Backbone=ViT, Query budget=10002025.05 | 38.482 | |
| CGBA-HBackbone=ResNet50, Query budget=25002025.05 | 39.701 | |
| TEA*Backbone=ResNet101, Query budget=10002025.05 | 40.09 | |
| TEA*Backbone=ResNet50, Query budget=10002025.05 | 41.108 | |
| CGBABackbone=ResNet101, Query budget=50002025.05 | 41.437 | |
| TEA*Backbone=VGG16, Query budget=10002025.05 | 41.578 | |
| CGBABackbone=ViT, Query budget=25002025.05 | 44.789 | |
| CGBABackbone=ResNet50, Query budget=50002025.05 | 48.703 | |
| CGBA-HBackbone=ViT, Query budget=10002025.05 | 49.394 | |
| AHABackbone=ViT, Query budget=10002025.05 | 49.541 | |
| AHABackbone=ResNet101, Query budget=10002025.05 | 51.642 | |
| AHABackbone=ResNet50, Query budget=10002025.05 | 52.069 | |
| AHABackbone=VGG16, Query budget=10002025.05 | 52.361 | |
| CGBABackbone=VGG16, Query budget=50002025.05 | 53.869 | |
| CGBA-HBackbone=ResNet101, Query budget=10002025.05 | 55.824 | |
| CGBA-HBackbone=VGG16, Query budget=10002025.05 | 56.388 | |
| CGBA-HBackbone=ResNet50, Query budget=10002025.05 | 58.815 | |
| CGBABackbone=ResNet101, Query budget=25002025.05 | 63.477 | |
| CGBABackbone=ViT, Query budget=10002025.05 | 64.516 | |
| CGBABackbone=ResNet50, Query budget=25002025.05 | 69.031 | |
| CGBABackbone=VGG16, Query budget=25002025.05 | 74.963 | |
| CGBABackbone=ResNet101, Query budget=10002025.05 | 76.005 | |
| HSJABackbone=ViT, Query budget=200002025.05 | 76.727 | |
| HSJABackbone=ViT, Query budget=150002025.05 | 77.087 | |
| HSJABackbone=ViT, Query budget=100002025.05 | 77.786 | |
| HSJABackbone=ViT, Query budget=50002025.05 | 78.17 | |
| HSJABackbone=ViT, Query budget=25002025.05 | 78.739 | |
| HSJABackbone=ViT, Query budget=10002025.05 | 79.212 |