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ResearchFormerly WizWand

Targeted Adversarial Attack on ImageNet (L2 Distortion and Accuracy)

2.75Median L2 DistortionHSJA Targeted (InvGrad)
2.63.61254.6255.6375Apr 30, 2026
Updated 6mo ago

Evaluation results

MethodLinks
HSJA Targeted (InvGrad)Attack Setting=Pre-trained, Attack Method=HSJA Targeted, Victim Model=ViT, Explanation Method=InvGrad2026.042.751
HSJA Targeted (GradCAM)Attack Setting=Pre-trained, Attack Method=HSJA Targeted, Victim Model=ViT, Explanation Method=GradCAM2026.042.781
HSJA Targeted (LIME)Attack Setting=Pre-trained, Attack Method=HSJA Targeted, Victim Model=ViT, Explanation Method=LIME2026.042.831
HSJA Targeted (SHAP)Attack Setting=Pre-trained, Attack Method=HSJA Targeted, Victim Model=ViT, Explanation Method=SHAP2026.042.830
HSJA Targeted (Naive)Attack Setting=Pre-trained, Attack Method=HSJA Targeted, Victim Model=ViT, Explanation Method=Naive2026.044.146
HSJA Targeted (SHAP)Attack Setting=Pre-trained, Attack Method=HSJA Targeted, Victim Model=EffNet, Explanation Method=SHAP2026.045.6820
HSJA Targeted (InvGrad)Attack Setting=Pre-trained, Attack Method=HSJA Targeted, Victim Model=EffNet, Explanation Method=InvGrad2026.045.7717
HSJA Targeted (GradCAM)Attack Setting=Pre-trained, Attack Method=HSJA Targeted, Victim Model=EffNet, Explanation Method=GradCAM2026.045.8424
HSJA Targeted (LIME)Attack Setting=Pre-trained, Attack Method=HSJA Targeted, Victim Model=EffNet, Explanation Method=LIME2026.046.117
HSJA Targeted (Naive)Attack Setting=Pre-trained, Attack Method=HSJA Targeted, Victim Model=EffNet, Explanation Method=Naive2026.046.528