Targeted Black-box Adversarial Attack on Places365
9.497Average L2 NormLGC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LGCBackbone=DenseNet161, Query Budget=10000 QUE2026.05 | 9.497 | 8.164 | |
| LGCBackbone=ResNet50, Query Budget=10000 QUE2026.05 | 10.185 | 8.977 | |
| LGC-HBackbone=DenseNet161, Query Budget=10000 QUE2026.05 | 15.337 | 13.062 | |
| LGCBackbone=DenseNet161, Query Budget=5000 QUE2026.05 | 16.807 | 14.112 | |
| LGC-HBackbone=ResNet50, Query Budget=10000 QUE2026.05 | 17.088 | 14.349 | |
| LGCBackbone=ResNet50, Query Budget=5000 QUE2026.05 | 18.035 | 14.981 | |
| LGC-HBackbone=DenseNet161, Query Budget=5000 QUE2026.05 | 25.171 | 22.382 | |
| LGC-HBackbone=ResNet50, Query Budget=5000 QUE2026.05 | 27.362 | 23.576 | |
| HSJABackbone=DenseNet161, Query Budget=10000 QUE2026.05 | 27.829 | 23.722 | |
| HSJABackbone=ResNet50, Query Budget=10000 QUE2026.05 | 28.351 | 22.192 | |
| LGCBackbone=DenseNet161, Query Budget=2500 QUE2026.05 | 30.202 | 27.832 | |
| LGCBackbone=ResNet50, Query Budget=2500 QUE2026.05 | 31.574 | 28.043 | |
| LGC-HBackbone=DenseNet161, Query Budget=2500 QUE2026.05 | 39.872 | 37.682 | |
| LGC-HBackbone=ResNet50, Query Budget=2500 QUE2026.05 | 41.365 | 37.726 | |
| HSJABackbone=DenseNet161, Query Budget=5000 QUE2026.05 | 43.114 | 40.523 | |
| HSJABackbone=ResNet50, Query Budget=5000 QUE2026.05 | 43.233 | 38.528 | |
| CGBA-HBackbone=DenseNet161, Query Budget=10000 QUE2026.05 | 50.48 | 46.865 | |
| LGCBackbone=DenseNet161, Query Budget=1000 QUE2026.05 | 55.192 | 54.785 | |
| LGCBackbone=ResNet50, Query Budget=1000 QUE2026.05 | 55.609 | 52.296 | |
| HSJABackbone=DenseNet161, Query Budget=2500 QUE2026.05 | 56.189 | 55.854 | |
| HSJABackbone=ResNet50, Query Budget=2500 QUE2026.05 | 56.261 | 52.072 | |
| CGBA-HBackbone=ResNet50, Query Budget=10000 QUE2026.05 | 58.135 | 59.783 | |
| LGC-HBackbone=DenseNet161, Query Budget=1000 QUE2026.05 | 60.292 | 59.818 | |
| Sign OPTBackbone=ResNet50, Query Budget=10000 QUE2026.05 | 60.841 | 44.985 | |
| LGC-HBackbone=ResNet50, Query Budget=1000 QUE2026.05 | 60.885 | 58.091 | |
| CGBA-HBackbone=DenseNet161, Query Budget=5000 QUE2026.05 | 61.031 | 58.175 | |
| Sign OPTBackbone=DenseNet161, Query Budget=10000 QUE2026.05 | 65.214 | 43.221 | |
| CGBA-HBackbone=ResNet50, Query Budget=5000 QUE2026.05 | 67.186 | 66.401 | |
| CGBA-HBackbone=DenseNet161, Query Budget=2500 QUE2026.05 | 68.738 | 66.557 | |
| Sign OPTBackbone=ResNet50, Query Budget=5000 QUE2026.05 | 69.446 | 57.076 | |
| HSJABackbone=DenseNet161, Query Budget=1000 QUE2026.05 | 70.288 | 69.774 | |
| HSJABackbone=ResNet50, Query Budget=1000 QUE2026.05 | 71.591 | 68.533 | |
| Sign OPTBackbone=DenseNet161, Query Budget=5000 QUE2026.05 | 72.732 | 53.973 | |
| CGBA-HBackbone=ResNet50, Query Budget=2500 QUE2026.05 | 73.404 | 73.612 | |
| CGBA-HBackbone=DenseNet161, Query Budget=1000 QUE2026.05 | 75.677 | 73.333 | |
| Sign OPTBackbone=ResNet50, Query Budget=2500 QUE2026.05 | 78.607 | 70.366 | |
| CGBA-HBackbone=ResNet50, Query Budget=1000 QUE2026.05 | 79.347 | 78.646 | |
| Sign OPTBackbone=DenseNet161, Query Budget=2500 QUE2026.05 | 80.487 | 65.588 | |
| CGBABackbone=DenseNet161, Query Budget=10000 QUE2026.05 | 80.862 | 81.957 | |
| CGBABackbone=ResNet50, Query Budget=10000 QUE2026.05 | 83.097 | 81.93 | |
| CGBABackbone=DenseNet161, Query Budget=5000 QUE2026.05 | 83.88 | 84.073 | |
| CGBABackbone=ResNet50, Query Budget=5000 QUE2026.05 | 85.737 | 83.937 | |
| CGBABackbone=DenseNet161, Query Budget=2500 QUE2026.05 | 85.916 | 85.533 | |
| CGBABackbone=ResNet50, Query Budget=2500 QUE2026.05 | 87.222 | 85.334 | |
| CGBABackbone=DenseNet161, Query Budget=1000 QUE2026.05 | 87.511 | 86.447 | |
| CGBABackbone=ResNet50, Query Budget=1000 QUE2026.05 | 88.283 | 86.054 | |
| Sign OPTBackbone=ResNet50, Query Budget=1000 QUE2026.05 | 89.543 | 85.536 | |
| Sign OPTBackbone=DenseNet161, Query Budget=1000 QUE2026.05 | 90.605 | 80.851 |