Targeted Black-box Adversarial Attack on ImageNet
6.337Average L2 NormLGC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LGCBackbone=ViT, Query Budget=10000 QUE2026.05 | 6.337 | 5.631 | — | — | |
| LGCBackbone=DenseNet121, Query Budget=10000 QUE2026.05 | 8.804 | 7.814 | — | — | |
| LGCBackbone=VGG16, Query Budget=10000 QUE2026.05 | 9.995 | 8.786 | — | — | |
| HSJABackbone=ViT, Query Budget=10000 QUE2026.05 | 10.715 | 9.362 | — | — | |
| LGC-HBackbone=ViT, Query Budget=10000 QUE2026.05 | 10.971 | 8.463 | — | — | |
| LGCBackbone=ViT, Query Budget=5000 QUE2026.05 | 11.965 | 10.747 | — | — | |
| LGCBackbone=ResNet50, Query Budget=10000 QUE2026.05 | 12.846 | 11.161 | — | — | |
| CGBA-HBackbone=ViT, Query Budget=10000 QUE2026.05 | 12.85 | 8.463 | — | — | |
| CGBABackbone=ViT, Query Budget=10000 QUE2026.05 | 13.714 | 8.287 | — | — | |
| LGC-HBackbone=DenseNet121, Query Budget=10000 QUE2026.05 | 15.229 | 13.58 | — | — | |
| LGC-HBackbone=VGG16, Query Budget=10000 QUE2026.05 | 17.281 | 15.628 | — | — | |
| HSJABackbone=VGG16, Query Budget=10000 QUE2026.05 | 17.303 | 12.547 | — | — | |
| LGCBackbone=DenseNet121, Query Budget=5000 QUE2026.05 | 17.333 | 15.143 | — | — | |
| HSJABackbone=DenseNet121, Query Budget=10000 QUE2026.05 | 18.535 | 15.862 | — | — | |
| LGCBackbone=VGG16, Query Budget=5000 QUE2026.05 | 18.625 | 16.991 | — | — | |
| LGC-HBackbone=ViT, Query Budget=5000 QUE2026.05 | 19.101 | 17.027 | — | — | |
| HSJABackbone=ViT, Query Budget=5000 QUE2026.05 | 20.661 | 17.826 | — | — | |
| LGC-HBackbone=ResNet50, Query Budget=10000 QUE2026.05 | 21.561 | 19.848 | — | — | |
| HSJABackbone=ResNet50, Query Budget=10000 QUE2026.05 | 21.634 | 18.181 | — | — | |
| CGBA-HBackbone=ViT, Query Budget=5000 QUE2026.05 | 21.661 | 18.284 | — | — | |
| LGCBackbone=ViT, Query Budget=2500 QUE2026.05 | 23.328 | 22.017 | — | — | |
| LGCBackbone=ResNet50, Query Budget=5000 QUE2026.05 | 24.295 | 22.194 | — | — | |
| LGC-HBackbone=DenseNet121, Query Budget=5000 QUE2026.05 | 26.504 | 24.318 | — | — | |
| CGBABackbone=ViT, Query Budget=5000 QUE2026.05 | 26.575 | 21.461 | — | — | |
| LGC-HBackbone=VGG16, Query Budget=5000 QUE2026.05 | 28.558 | 26.499 | — | — | |
| LGC-HBackbone=ViT, Query Budget=2500 QUE2026.05 | 31.258 | 29.536 | — | — | |
| HSJABackbone=VGG16, Query Budget=5000 QUE2026.05 | 31.434 | 28.874 | — | — | |
| LGCBackbone=DenseNet121, Query Budget=2500 QUE2026.05 | 32.755 | 30.324 | — | — | |
| CGBA-HBackbone=VGG16, Query Budget=10000 QUE2026.05 | 33.085 | 28.736 | — | — | |
| CGBA-HBackbone=ViT, Query Budget=2500 QUE2026.05 | 33.431 | 32.612 | — | — | |
| HSJABackbone=DenseNet121, Query Budget=5000 QUE2026.05 | 34.418 | 30.039 | — | — | |
| LGC-HBackbone=ResNet50, Query Budget=5000 QUE2026.05 | 34.482 | 34.014 | — | — | |
| LGCBackbone=VGG16, Query Budget=2500 QUE2026.05 | 34.545 | 32.673 | — | — | |
| HSJABackbone=ViT, Query Budget=2500 QUE2026.05 | 34.929 | 32.519 | — | — | |
| HSJABackbone=ResNet50, Query Budget=5000 QUE2026.05 | 37.004 | 34.495 | — | — | |
| LGCBackbone=ResNet50, Query Budget=2500 QUE2026.05 | 41.853 | 40.316 | — | — | |
| CGBABackbone=ViT, Query Budget=2500 QUE2026.05 | 42.015 | 40.581 | — | — | |
| LGC-HBackbone=DenseNet121, Query Budget=2500 QUE2026.05 | 42.037 | 41.034 | — | — | |
| LGCBackbone=ViT, Query Budget=1000 QUE2026.05 | 44.215 | 42.285 | — | — | |
| LGC-HBackbone=VGG16, Query Budget=2500 QUE2026.05 | 44.508 | 42.078 | — | — | |
| CGBA-HBackbone=VGG16, Query Budget=5000 QUE2026.05 | 45.569 | 43.213 | — | — | |
| HSJABackbone=VGG16, Query Budget=2500 QUE2026.05 | 46.969 | 44.628 | — | — | |
| LGC-HBackbone=ViT, Query Budget=1000 QUE2026.05 | 48.271 | 46.68 | — | — | |
| CGBA-HBackbone=ViT, Query Budget=1000 QUE2026.05 | 48.58 | 49.708 | — | — | |
| HSJABackbone=ResNet50, Query Budget=2500 QUE2026.05 | 49.585 | 48.052 | — | — | |
| LGC-HBackbone=ResNet50, Query Budget=2500 QUE2026.05 | 49.95 | 49.326 | — | — | |
| CGBA-HBackbone=DenseNet121, Query Budget=10000 QUE2026.05 | 50.2 | 47.12 | — | — | |
| CGBA-HBackbone=ResNet50, Query Budget=10000 QUE2026.05 | 50.432 | 50.854 | — | — | |
| HSJABackbone=DenseNet121, Query Budget=2500 QUE2026.05 | 50.479 | 48.074 | — | — | |
| HSJABackbone=ViT, Query Budget=1000 QUE2026.05 | 52.157 | 48.527 | — | — | |
| Sign OPTBackbone=VGG16, Query Budget=10000 QUE2026.05 | 55.778 | 24.796 | — | — | |
| CGBA-HBackbone=VGG16, Query Budget=2500 QUE2026.05 | 57.296 | 55.771 | — | — | |
| LGCBackbone=DenseNet121, Query Budget=1000 QUE2026.05 | 58.742 | 57.671 | — | — | |
| Sign OPTBackbone=DenseNet121, Query Budget=10000 QUE2026.05 | 59.846 | 32.835 | — | — | |
| CGBA-HBackbone=DenseNet121, Query Budget=5000 QUE2026.05 | 60.003 | 56.107 | — | — | |
| CGBA-HBackbone=ResNet50, Query Budget=5000 QUE2026.05 | 60.142 | 60.41 | — | — | |
| CGBABackbone=ViT, Query Budget=1000 QUE2026.05 | 60.515 | 61.621 | — | — | |
| LGC-HBackbone=DenseNet121, Query Budget=1000 QUE2026.05 | 61.438 | 60.259 | — | — | |
| LGCBackbone=VGG16, Query Budget=1000 QUE2026.05 | 61.726 | 59.881 | — | — | |
| HSJABackbone=ResNet50, Query Budget=1000 QUE2026.05 | 61.895 | 60.637 | — | — | |
| Sign OPTBackbone=VGG16, Query Budget=5000 QUE2026.05 | 63.931 | 38.204 | — | — | |
| Sign OPTBackbone=ViT, Query Budget=10000 QUE2026.05 | 64.98 | 23.601 | — | — | |
| LGC-HBackbone=VGG16, Query Budget=1000 QUE2026.05 | 65.728 | 63.74 | — | — | |
| LGCBackbone=ResNet50, Query Budget=1000 QUE2026.05 | 65.933 | 64.207 | — | — | |
| HSJABackbone=VGG16, Query Budget=1000 QUE2026.05 | 65.946 | 62.845 | — | — | |
| HSJABackbone=DenseNet121, Query Budget=1000 QUE2026.05 | 66.407 | 63.307 | — | — | |
| Sign OPTBackbone=DenseNet121, Query Budget=5000 QUE2026.05 | 66.925 | 42.276 | — | — | |
| CGBA-HBackbone=DenseNet121, Query Budget=2500 QUE2026.05 | 67.521 | 62.749 | — | — | |
| LGC-HBackbone=ResNet50, Query Budget=1000 QUE2026.05 | 68.444 | 66.757 | — | — | |
| CGBA-HBackbone=ResNet50, Query Budget=2500 QUE2026.05 | 68.805 | 67.578 | — | — | |
| Sign OPTBackbone=ViT, Query Budget=5000 QUE2026.05 | 69.147 | 31.701 | — | — | |
| Sign OPTBackbone=ResNet50, Query Budget=10000 QUE2026.05 | 69.563 | 41.11 | — | — | |
| CGBA-HBackbone=VGG16, Query Budget=1000 QUE2026.05 | 69.81 | 69.328 | — | — | |
| Sign OPTBackbone=ViT, Query Budget=2500 QUE2026.05 | 74.324 | 41.987 | — | — | |
| Sign OPTBackbone=DenseNet121, Query Budget=2500 QUE2026.05 | 74.501 | 54.758 | — | — | |
| Sign OPTBackbone=VGG16, Query Budget=2500 QUE2026.05 | 74.703 | 55.65 | — | — | |
| Sign OPTBackbone=ResNet50, Query Budget=5000 QUE2026.05 | 74.786 | 51.486 | — | — | |
| CGBA-HBackbone=DenseNet121, Query Budget=1000 QUE2026.05 | 75.011 | 70.757 | — | — | |
| CGBA-HBackbone=ResNet50, Query Budget=1000 QUE2026.05 | 76.479 | 74.281 | — | — | |
| CGBABackbone=DenseNet121, Query Budget=10000 QUE2026.05 | 77.448 | 75.387 | — | — | |
| CGBABackbone=ResNet50, Query Budget=10000 QUE2026.05 | 77.884 | 74.097 | — | — | |
| Sign OPTBackbone=ResNet50, Query Budget=2500 QUE2026.05 | 80.288 | 62.784 | — | — | |
| CGBABackbone=VGG16, Query Budget=10000 QUE2026.05 | 81.261 | 77.516 | — | — | |
| CGBABackbone=DenseNet121, Query Budget=5000 QUE2026.05 | 82.749 | 78.499 | — | — | |
| CGBABackbone=ResNet50, Query Budget=5000 QUE2026.05 | 82.973 | 80.907 | — | — | |
| Sign OPTBackbone=ViT, Query Budget=1000 QUE2026.05 | 83.398 | 58.814 | — | — | |
| CGBABackbone=ResNet50, Query Budget=2500 QUE2026.05 | 85.714 | 84.021 | — | — | |
| Sign OPTBackbone=DenseNet121, Query Budget=1000 QUE2026.05 | 85.794 | 71.605 | — | — | |
| CGBABackbone=DenseNet121, Query Budget=2500 QUE2026.05 | 85.871 | 80.925 | — | — | |
| CGBABackbone=VGG16, Query Budget=5000 QUE2026.05 | 86.896 | 84.035 | — | — | |
| Sign OPTBackbone=ResNet50, Query Budget=1000 QUE2026.05 | 87.232 | 75.958 | — | — | |
| CGBABackbone=ResNet50, Query Budget=1000 QUE2026.05 | 88.454 | 87.158 | — | — | |
| CGBABackbone=DenseNet121, Query Budget=1000 QUE2026.05 | 89.062 | 86.657 | — | — | |
| Sign OPTBackbone=VGG16, Query Budget=1000 QUE2026.05 | 89.23 | 80.593 | — | — | |
| CGBABackbone=VGG16, Query Budget=2500 QUE2026.05 | 90.51 | 86.318 | — | — | |
| CGBABackbone=VGG16, Query Budget=1000 QUE2026.05 | 93.138 | 89.213 | — | — | |
| CGBAModel=ViT, Query Budget=10002026.05 | — | — | 41.1 | 63.6 | |
| CGBAModel=ViT, Query Budget=25002026.05 | — | — | 40.9 | 62 | |
| CGBAModel=ViT, Query Budget=50002026.05 | — | — | 46 | 57.2 | |
| CGBAModel=ViT, Query Budget=100002026.05 | — | — | 56 | 48.4 |