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ResearchFormerly WizWand

Defense against Adaptive Adversarial Attacks on CelebA

85.26AccuracyPre
68.016872.493476.9781.4466May 25, 2024
Updated 7mo ago

Evaluation results

MethodLinks
PreDefense Protocol=Relabeling2024.0585.26
PreDefense Protocol=Reweighting2024.0585.26
EKFACDefense Protocol=Relabeling2024.0577.36
DataInfDefense Protocol=Relabeling2024.0577.36
IP EnsembleDefense Protocol=Relabeling2024.0577.3
IPDefense Protocol=Relabeling2024.0577.28
Self-TracInDefense Protocol=Relabeling2024.0575.58
Self-LiSSADefense Protocol=Relabeling2024.0575.55
PostDefense Protocol=Relabeling2024.0575.33
PostDefense Protocol=Reweighting2024.0575.33
EKFACDefense Protocol=Reweighting2024.0575.11
IPDefense Protocol=Reweighting2024.0575.1
IP EnsembleDefense Protocol=Reweighting2024.0575.1
DataInfDefense Protocol=Reweighting2024.0574.74
LiSSADefense Protocol=Reweighting2024.0573.23
Self-LiSSADefense Protocol=Reweighting2024.0573.17
Self-TracInDefense Protocol=Reweighting2024.0573.12
LiSSADefense Protocol=Relabeling2024.0568.68