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ResearchFormerly WizWand

Untargeted Adversarial Attack on Stanford Cars

1.79Median L2 DistortionRamBoAttack (GradCAM)
1.7082.26152.8153.3685Apr 30, 2026
Updated 6mo ago

Evaluation results

MethodLinks
RamBoAttack (GradCAM)Attack Setting=Pre-trained, Attack Method=RamBoAttack, Victim Model=ResNet-34, Explanation Method=GradCAM2026.041.7942
RamBoAttack (LIME)Attack Setting=Pre-trained, Attack Method=RamBoAttack, Victim Model=ResNet-34, Explanation Method=LIME2026.041.7942
RamBoAttack (SHAP)Attack Setting=Pre-trained, Attack Method=RamBoAttack, Victim Model=ResNet-34, Explanation Method=SHAP2026.041.7943
RamBoAttack (InvGrad)Attack Setting=Pre-trained, Attack Method=RamBoAttack, Victim Model=ResNet-34, Explanation Method=InvGrad2026.041.8143
Sign-Opt (GradCAM)Attack Setting=Pre-trained, Attack Method=Sign-Opt, Victim Model=ResNet-34, Explanation Method=GradCAM2026.042.2360
Sign-Opt (InvGrad)Attack Setting=Pre-trained, Attack Method=Sign-Opt, Victim Model=ResNet-34, Explanation Method=InvGrad2026.042.2760
Sign-Opt (LIME)Attack Setting=Pre-trained, Attack Method=Sign-Opt, Victim Model=ResNet-34, Explanation Method=LIME2026.042.2761
Sign-Opt (SHAP)Attack Setting=Pre-trained, Attack Method=Sign-Opt, Victim Model=ResNet-34, Explanation Method=SHAP2026.042.2761
HSJA (SHAP)Attack Setting=Pre-trained, Attack Method=HSJA, Victim Model=ResNet-34, Explanation Method=SHAP2026.042.459
HSJA (InvGrad)Attack Setting=Pre-trained, Attack Method=HSJA, Victim Model=ResNet-34, Explanation Method=InvGrad2026.042.4258
HSJA (LIME)Attack Setting=Pre-trained, Attack Method=HSJA, Victim Model=ResNet-34, Explanation Method=LIME2026.042.4859
HSJA (GradCAM)Attack Setting=Pre-trained, Attack Method=HSJA, Victim Model=ResNet-34, Explanation Method=GradCAM2026.042.5159
RamBoAttack (Naive)Attack Setting=Pre-trained, Attack Method=RamBoAttack, Victim Model=ResNet-34, Explanation Method=Naive2026.042.7366
HSJA (Naive)Attack Setting=Pre-trained, Attack Method=HSJA, Victim Model=ResNet-34, Explanation Method=Naive2026.042.9473
Sign-Opt (Naive)Attack Setting=Pre-trained, Attack Method=Sign-Opt, Victim Model=ResNet-34, Explanation Method=Naive2026.043.0967
HSJA (LIME)Attack Setting=Non-pre-trained, Attack Method=HSJA, Victim Model=ResNet-34, Explanation Method=LIME2026.043.376
HSJA (InvGrad)Attack Setting=Non-pre-trained, Attack Method=HSJA, Victim Model=ResNet-34, Explanation Method=InvGrad2026.043.3477
HSJA (GradCAM)Attack Setting=Non-pre-trained, Attack Method=HSJA, Victim Model=ResNet-34, Explanation Method=GradCAM2026.043.476
HSJA (SHAP)Attack Setting=Non-pre-trained, Attack Method=HSJA, Victim Model=ResNet-34, Explanation Method=SHAP2026.043.4675
HSJA (Naive)Attack Setting=Non-pre-trained, Attack Method=HSJA, Victim Model=ResNet-34, Explanation Method=Naive2026.043.8484