Non-targeted Black-box Adversarial Attack on Places365
2.385Average L2 NormLGC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LGCBackbone=DenseNet161, Query Budget=10000 QUE2026.05 | 2.385 | 1.757 | |
| LGCBackbone=ResNet50, Query Budget=10000 QUE2026.05 | 2.401 | 1.955 | |
| LGC-HBackbone=ResNet50, Query Budget=10000 QUE2026.05 | 2.465 | 1.996 | |
| LGC-HBackbone=DenseNet161, Query Budget=10000 QUE2026.05 | 2.54 | 1.879 | |
| LGCBackbone=ResNet50, Query Budget=5000 QUE2026.05 | 2.892 | 2.232 | |
| LGCBackbone=DenseNet161, Query Budget=5000 QUE2026.05 | 2.907 | 2.08 | |
| LGC-HBackbone=ResNet50, Query Budget=5000 QUE2026.05 | 3.069 | 2.382 | |
| LGC-HBackbone=DenseNet161, Query Budget=5000 QUE2026.05 | 3.15 | 2.245 | |
| LGCBackbone=ResNet50, Query Budget=2500 QUE2026.05 | 3.906 | 2.914 | |
| LGCBackbone=DenseNet161, Query Budget=2500 QUE2026.05 | 4.062 | 2.806 | |
| LGC-HBackbone=ResNet50, Query Budget=2500 QUE2026.05 | 4.351 | 3.286 | |
| LGC-HBackbone=DenseNet161, Query Budget=2500 QUE2026.05 | 4.493 | 3.031 | |
| HSJABackbone=ResNet50, Query Budget=10000 QUE2026.05 | 5.799 | 5.365 | |
| HSJABackbone=DenseNet161, Query Budget=10000 QUE2026.05 | 5.916 | 5.127 | |
| CGBABackbone=DenseNet161, Query Budget=10000 QUE2026.05 | 6.589 | 3.913 | |
| LGCBackbone=ResNet50, Query Budget=1000 QUE2026.05 | 6.938 | 5.079 | |
| CGBABackbone=ResNet50, Query Budget=10000 QUE2026.05 | 7.163 | 4.578 | |
| LGCBackbone=DenseNet161, Query Budget=1000 QUE2026.05 | 7.184 | 5.133 | |
| LGC-HBackbone=ResNet50, Query Budget=1000 QUE2026.05 | 7.393 | 5.542 | |
| LGC-HBackbone=DenseNet161, Query Budget=1000 QUE2026.05 | 7.686 | 5.355 | |
| CGBA-HBackbone=DenseNet161, Query Budget=10000 QUE2026.05 | 7.745 | 4.171 | |
| HSJABackbone=ResNet50, Query Budget=5000 QUE2026.05 | 7.983 | 7.089 | |
| CGBA-HBackbone=ResNet50, Query Budget=10000 QUE2026.05 | 7.999 | 5.356 | |
| HSJABackbone=DenseNet161, Query Budget=5000 QUE2026.05 | 8.244 | 6.877 | |
| Sign OPTBackbone=DenseNet161, Query Budget=10000 QUE2026.05 | 8.883 | 8.014 | |
| CGBABackbone=DenseNet161, Query Budget=5000 QUE2026.05 | 9.3 | 5.912 | |
| Sign OPTBackbone=ResNet50, Query Budget=10000 QUE2026.05 | 9.588 | 8.993 | |
| CGBABackbone=ResNet50, Query Budget=5000 QUE2026.05 | 9.704 | 6.804 | |
| CGBA-HBackbone=DenseNet161, Query Budget=5000 QUE2026.05 | 10.614 | 6.827 | |
| HSJABackbone=ResNet50, Query Budget=2500 QUE2026.05 | 10.907 | 9.385 | |
| CGBA-HBackbone=ResNet50, Query Budget=5000 QUE2026.05 | 10.909 | 8.001 | |
| HSJABackbone=DenseNet161, Query Budget=2500 QUE2026.05 | 11.174 | 9.292 | |
| Sign OPTBackbone=DenseNet161, Query Budget=5000 QUE2026.05 | 11.885 | 10.975 | |
| CGBABackbone=ResNet50, Query Budget=2500 QUE2026.05 | 12.343 | 9.548 | |
| Sign OPTBackbone=ResNet50, Query Budget=5000 QUE2026.05 | 12.349 | 11.452 | |
| CGBABackbone=DenseNet161, Query Budget=2500 QUE2026.05 | 12.408 | 8.698 | |
| CGBA-HBackbone=ResNet50, Query Budget=2500 QUE2026.05 | 13.489 | 10.178 | |
| CGBA-HBackbone=DenseNet161, Query Budget=2500 QUE2026.05 | 13.883 | 11.046 | |
| CGBABackbone=ResNet50, Query Budget=1000 QUE2026.05 | 15.338 | 13.159 | |
| CGBABackbone=DenseNet161, Query Budget=1000 QUE2026.05 | 15.627 | 11.713 | |
| Sign OPTBackbone=DenseNet161, Query Budget=2500 QUE2026.05 | 15.833 | 14.031 | |
| Sign OPTBackbone=ResNet50, Query Budget=2500 QUE2026.05 | 15.983 | 14.442 | |
| HSJABackbone=ResNet50, Query Budget=1000 QUE2026.05 | 16.331 | 14.057 | |
| CGBA-HBackbone=ResNet50, Query Budget=1000 QUE2026.05 | 16.539 | 13.103 | |
| HSJABackbone=DenseNet161, Query Budget=1000 QUE2026.05 | 16.737 | 14.128 | |
| CGBA-HBackbone=DenseNet161, Query Budget=1000 QUE2026.05 | 17.395 | 13.675 | |
| Sign OPTBackbone=ResNet50, Query Budget=1000 QUE2026.05 | 22.138 | 19.489 | |
| Sign OPTBackbone=DenseNet161, Query Budget=1000 QUE2026.05 | 22.706 | 20.61 |