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ResearchFormerly WizWand

Untargeted Adversarial Attack on CUB 200

0.55Median L2 DistortionSign-Opt (GradCAM)
0.451.1251.82.475Apr 30, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Sign-Opt (GradCAM)Attack Setting=Pre-trained, Attack Method=Sign-Opt, Victim Model=ResNet-50, Explanation Method=GradCAM2026.040.557
Sign-Opt (InvGrad)Attack Setting=Pre-trained, Attack Method=Sign-Opt, Victim Model=ResNet-50, Explanation Method=InvGrad2026.040.556
Sign-Opt (LIME)Attack Setting=Pre-trained, Attack Method=Sign-Opt, Victim Model=ResNet-50, Explanation Method=LIME2026.040.567
HSJA (InvGrad)Attack Setting=Non-pre-trained, Attack Method=HSJA, Victim Model=ResNet-50, Explanation Method=InvGrad2026.040.5610
Sign-Opt (SHAP)Attack Setting=Pre-trained, Attack Method=Sign-Opt, Victim Model=ResNet-50, Explanation Method=SHAP2026.040.587
HSJA (GradCAM)Attack Setting=Non-pre-trained, Attack Method=HSJA, Victim Model=ResNet-50, Explanation Method=GradCAM2026.040.586
HSJA (LIME)Attack Setting=Non-pre-trained, Attack Method=HSJA, Victim Model=ResNet-50, Explanation Method=LIME2026.040.5810
HSJA (SHAP)Attack Setting=Non-pre-trained, Attack Method=HSJA, Victim Model=ResNet-50, Explanation Method=SHAP2026.040.6210
HSJA (GradCAM)Attack Setting=Pre-trained, Attack Method=HSJA, Victim Model=ResNet-50, Explanation Method=GradCAM2026.040.8220
HSJA (SHAP)Attack Setting=Pre-trained, Attack Method=HSJA, Victim Model=ResNet-50, Explanation Method=SHAP2026.040.8317
HSJA (InvGrad)Attack Setting=Pre-trained, Attack Method=HSJA, Victim Model=ResNet-50, Explanation Method=InvGrad2026.040.8519
HSJA (LIME)Attack Setting=Pre-trained, Attack Method=HSJA, Victim Model=ResNet-50, Explanation Method=LIME2026.040.8620
RamBoAttack (GradCAM)Attack Setting=Pre-trained, Attack Method=RamBoAttack, Victim Model=ResNet-50, Explanation Method=GradCAM2026.041.0428
RamBoAttack (InvGrad)Attack Setting=Pre-trained, Attack Method=RamBoAttack, Victim Model=ResNet-50, Explanation Method=InvGrad2026.041.0428
RamBoAttack (SHAP)Attack Setting=Pre-trained, Attack Method=RamBoAttack, Victim Model=ResNet-50, Explanation Method=SHAP2026.041.0429
RamBoAttack (LIME)Attack Setting=Pre-trained, Attack Method=RamBoAttack, Victim Model=ResNet-50, Explanation Method=LIME2026.041.0528
HSJA (Naive)Attack Setting=Non-pre-trained, Attack Method=HSJA, Victim Model=ResNet-50, Explanation Method=Naive2026.041.8145
RamBoAttack (Naive)Attack Setting=Pre-trained, Attack Method=RamBoAttack, Victim Model=ResNet-50, Explanation Method=Naive2026.042.5360
HSJA (Naive)Attack Setting=Pre-trained, Attack Method=HSJA, Victim Model=ResNet-50, Explanation Method=Naive2026.042.6466
Sign-Opt (Naive)Attack Setting=Pre-trained, Attack Method=Sign-Opt, Victim Model=ResNet-50, Explanation Method=Naive2026.043.0567