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ResearchFormerly WizWand

Non-targeted Black-box Attack on MIT Places365 (val)

99.8SSIMLGC
62.67272.31181.9591.589May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LGCModel=ResNet50, Query Budget=10K2026.0599.80.008
LGC-HModel=ResNet50, Query Budget=10K2026.0599.70.008
LGC-HModel=DenseNet161, Query Budget=10K2026.0599.70.008
LGCModel=DenseNet161, Query Budget=10K2026.0599.70.008
LGC-HModel=ResNet50, Query Budget=5K2026.0599.60.011
LGCModel=ResNet50, Query Budget=5K2026.0599.60.01
LGC-HModel=DenseNet161, Query Budget=5K2026.0599.60.012
LGCModel=DenseNet161, Query Budget=5K2026.0599.60.01
LGCModel=ResNet50, Query Budget=2.5K2026.0599.30.016
LGCModel=DenseNet161, Query Budget=2.5K2026.0599.30.018
LGC-HModel=ResNet50, Query Budget=2.5K2026.0599.20.019
LGC-HModel=DenseNet161, Query Budget=2.5K2026.0599.10.021
LGCModel=ResNet50, Query Budget=1K2026.05980.039
LGCModel=DenseNet161, Query Budget=1K2026.0597.90.042
LGC-HModel=ResNet50, Query Budget=1K2026.0597.80.043
LGC-HModel=DenseNet161, Query Budget=1K2026.0597.60.046
HSJAModel=ResNet50, Query Budget=10K2026.0593.90.077
HSJAModel=DenseNet161, Query Budget=10K2026.0593.70.079
CGBAModel=DenseNet161, Query Budget=10K2026.0593.20.11
CGBAModel=ResNet50, Query Budget=10K2026.0591.90.124
CGBA-HModel=DenseNet161, Query Budget=10K2026.0591.10.124
CGBA-HModel=ResNet50, Query Budget=10K2026.0590.20.138
HSJAModel=ResNet50, Query Budget=5K2026.0590.10.109
HSJAModel=DenseNet161, Query Budget=5K2026.0589.80.112
CGBAModel=DenseNet161, Query Budget=5K2026.0588.90.158
CGBAModel=ResNet50, Query Budget=5K2026.05880.17
Sign OPTModel=DenseNet161, Query Budget=10K2026.0586.70.143
CGBA-HModel=DenseNet161, Query Budget=5K2026.0586.50.173
CGBA-HModel=ResNet50, Query Budget=5K2026.0585.30.187
HSJAModel=ResNet50, Query Budget=2.5K2026.0585.20.147
Sign OPTModel=ResNet50, Query Budget=10K2026.0585.20.157
HSJAModel=DenseNet161, Query Budget=2.5K2026.0584.70.151
CGBAModel=DenseNet161, Query Budget=2.5K2026.0583.90.209
CGBAModel=ResNet50, Query Budget=2.5K2026.0583.60.215
CGBA-HModel=DenseNet161, Query Budget=2.5K2026.0581.10.224
Sign OPTModel=DenseNet161, Query Budget=5K2026.05810.186
CGBA-HModel=ResNet50, Query Budget=2.5K2026.0580.90.226
Sign OPTModel=ResNet50, Query Budget=5K2026.0579.90.197
CGBAModel=DenseNet161, Query Budget=1K2026.0578.60.262
CGBAModel=ResNet50, Query Budget=1K2026.0578.50.261
HSJAModel=ResNet50, Query Budget=1K2026.0576.40.212
CGBA-HModel=ResNet50, Query Budget=1K2026.0575.70.27
HSJAModel=DenseNet161, Query Budget=1K2026.0575.50.219
CGBA-HModel=DenseNet161, Query Budget=1K2026.0575.20.273
Sign OPTModel=DenseNet161, Query Budget=2.5K2026.0574.20.235
Sign OPTModel=ResNet50, Query Budget=2.5K2026.0573.50.244
Sign OPTModel=ResNet50, Query Budget=1K2026.0564.50.311
Sign OPTModel=DenseNet161, Query Budget=1K2026.0564.10.309