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Adversarial Detection on ImageNet UniDiffuser

98Detection RateMC
55.3666.4377.588.57Jun 13, 2024

Evaluation results

MethodLinks
MCApproach Category=Ours2024.0698
Stochastic-MCApproach Category=Ours2024.0698
MagNetApproach Category=Unimodal Approaches2024.0685
DPSApproach Category=Multimodal Approaches2024.0685
JailGuardApproach Category=Multimodal Approaches2024.0683
SmoothVLMApproach Category=Multimodal Approaches2024.0683
DiffPureApproach Category=Unimodal Approaches2024.0681
CIDERApproach Category=Multimodal Approaches2024.0680
PuVAEApproach Category=Unimodal Approaches2024.0670
FSApproach Category=Unimodal Approaches2024.0665
NaiveApproach Category=Multimodal Approaches2024.0665
CLIPApproach Category=Multimodal Approaches2024.0657