Non-targeted Black-box Attack on MIT Places365 (val)
99.8SSIMLGC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LGCModel=ResNet50, Query Budget=10K2026.05 | 99.8 | 0.008 | |
| LGC-HModel=ResNet50, Query Budget=10K2026.05 | 99.7 | 0.008 | |
| LGC-HModel=DenseNet161, Query Budget=10K2026.05 | 99.7 | 0.008 | |
| LGCModel=DenseNet161, Query Budget=10K2026.05 | 99.7 | 0.008 | |
| LGC-HModel=ResNet50, Query Budget=5K2026.05 | 99.6 | 0.011 | |
| LGCModel=ResNet50, Query Budget=5K2026.05 | 99.6 | 0.01 | |
| LGC-HModel=DenseNet161, Query Budget=5K2026.05 | 99.6 | 0.012 | |
| LGCModel=DenseNet161, Query Budget=5K2026.05 | 99.6 | 0.01 | |
| LGCModel=ResNet50, Query Budget=2.5K2026.05 | 99.3 | 0.016 | |
| LGCModel=DenseNet161, Query Budget=2.5K2026.05 | 99.3 | 0.018 | |
| LGC-HModel=ResNet50, Query Budget=2.5K2026.05 | 99.2 | 0.019 | |
| LGC-HModel=DenseNet161, Query Budget=2.5K2026.05 | 99.1 | 0.021 | |
| LGCModel=ResNet50, Query Budget=1K2026.05 | 98 | 0.039 | |
| LGCModel=DenseNet161, Query Budget=1K2026.05 | 97.9 | 0.042 | |
| LGC-HModel=ResNet50, Query Budget=1K2026.05 | 97.8 | 0.043 | |
| LGC-HModel=DenseNet161, Query Budget=1K2026.05 | 97.6 | 0.046 | |
| HSJAModel=ResNet50, Query Budget=10K2026.05 | 93.9 | 0.077 | |
| HSJAModel=DenseNet161, Query Budget=10K2026.05 | 93.7 | 0.079 | |
| CGBAModel=DenseNet161, Query Budget=10K2026.05 | 93.2 | 0.11 | |
| CGBAModel=ResNet50, Query Budget=10K2026.05 | 91.9 | 0.124 | |
| CGBA-HModel=DenseNet161, Query Budget=10K2026.05 | 91.1 | 0.124 | |
| CGBA-HModel=ResNet50, Query Budget=10K2026.05 | 90.2 | 0.138 | |
| HSJAModel=ResNet50, Query Budget=5K2026.05 | 90.1 | 0.109 | |
| HSJAModel=DenseNet161, Query Budget=5K2026.05 | 89.8 | 0.112 | |
| CGBAModel=DenseNet161, Query Budget=5K2026.05 | 88.9 | 0.158 | |
| CGBAModel=ResNet50, Query Budget=5K2026.05 | 88 | 0.17 | |
| Sign OPTModel=DenseNet161, Query Budget=10K2026.05 | 86.7 | 0.143 | |
| CGBA-HModel=DenseNet161, Query Budget=5K2026.05 | 86.5 | 0.173 | |
| CGBA-HModel=ResNet50, Query Budget=5K2026.05 | 85.3 | 0.187 | |
| HSJAModel=ResNet50, Query Budget=2.5K2026.05 | 85.2 | 0.147 | |
| Sign OPTModel=ResNet50, Query Budget=10K2026.05 | 85.2 | 0.157 | |
| HSJAModel=DenseNet161, Query Budget=2.5K2026.05 | 84.7 | 0.151 | |
| CGBAModel=DenseNet161, Query Budget=2.5K2026.05 | 83.9 | 0.209 | |
| CGBAModel=ResNet50, Query Budget=2.5K2026.05 | 83.6 | 0.215 | |
| CGBA-HModel=DenseNet161, Query Budget=2.5K2026.05 | 81.1 | 0.224 | |
| Sign OPTModel=DenseNet161, Query Budget=5K2026.05 | 81 | 0.186 | |
| CGBA-HModel=ResNet50, Query Budget=2.5K2026.05 | 80.9 | 0.226 | |
| Sign OPTModel=ResNet50, Query Budget=5K2026.05 | 79.9 | 0.197 | |
| CGBAModel=DenseNet161, Query Budget=1K2026.05 | 78.6 | 0.262 | |
| CGBAModel=ResNet50, Query Budget=1K2026.05 | 78.5 | 0.261 | |
| HSJAModel=ResNet50, Query Budget=1K2026.05 | 76.4 | 0.212 | |
| CGBA-HModel=ResNet50, Query Budget=1K2026.05 | 75.7 | 0.27 | |
| HSJAModel=DenseNet161, Query Budget=1K2026.05 | 75.5 | 0.219 | |
| CGBA-HModel=DenseNet161, Query Budget=1K2026.05 | 75.2 | 0.273 | |
| Sign OPTModel=DenseNet161, Query Budget=2.5K2026.05 | 74.2 | 0.235 | |
| Sign OPTModel=ResNet50, Query Budget=2.5K2026.05 | 73.5 | 0.244 | |
| Sign OPTModel=ResNet50, Query Budget=1K2026.05 | 64.5 | 0.311 | |
| Sign OPTModel=DenseNet161, Query Budget=1K2026.05 | 64.1 | 0.309 |