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ResearchFormerly WizWand

Adversarial Purification on CIFAR-100

80.84Average AccuracyFlowPureCW
-3.233618.593240.4262.2468May 19, 2025
Updated 7mo ago

Evaluation results

MethodLinks
FlowPureCWType=Standard Accuracy2025.0580.8480.84
FlowPurePGDType=Standard Accuracy2025.0580.7580.75
VictimType=Standard Accuracy2025.0580.7380.73
FlowPureCWType=Robust Accuracy, Setting=Preprocessor-blind, Attack=CW2025.0575.5175.51
FlowPurePGDType=Robust Accuracy, Setting=Preprocessor-blind, Attack=CW2025.0566.6766.67
GDMPType=Standard Accuracy2025.0566.2644.28
GDMPType=Robust Accuracy, Setting=Preprocessor-blind, Attack=CW2025.0565.4642.43
ADBMType=Standard Accuracy2025.0564.7639.07
GDMPType=Robust Accuracy, Setting=Preprocessor-blind, Attack=PGD2025.0564.3942.16
DiffPureType=Standard Accuracy2025.0561.6537.71
DiffPureType=Robust Accuracy, Setting=Preprocessor-blind, Attack=CW2025.0560.7836.9
FlowPureGaussType=Standard Accuracy2025.0560.7537.31
FlowPureGaussType=Robust Accuracy, Setting=Preprocessor-blind, Attack=CW2025.0560.6537.07
ADBMType=Robust Accuracy, Setting=Preprocessor-blind, Attack=CW2025.0560.2432.72
DiffPureType=Robust Accuracy, Setting=Preprocessor-blind, Attack=PGD2025.0560.0335.23
FlowPureGaussType=Robust Accuracy, Setting=Preprocessor-blind, Attack=PGD2025.0559.5735.76
ADBMType=Robust Accuracy, Setting=Preprocessor-blind, Attack=PGD2025.0557.4329.99
FlowPurePGDType=Robust Accuracy, Setting=Preprocessor-blind, Attack=PGD2025.0552.952.9
LMType=Standard Accuracy2025.0545.5623.23
LMType=Robust Accuracy, Setting=Preprocessor-blind, Attack=CW2025.0539.9817.99
GDMPType=Robust Accuracy, Setting=White-box, Attack=BPDA2025.0537.2716.08
FlowPureGaussType=Robust Accuracy, Setting=White-box, Attack=BPDA2025.0537.2215.1
DiffPureType=Robust Accuracy, Setting=White-box, Attack=BPDA2025.0535.5214.12
FlowPureCWType=Robust Accuracy, Setting=Preprocessor-blind, Attack=PGD2025.0528.6728.67
LMType=Robust Accuracy, Setting=Preprocessor-blind, Attack=PGD2025.0526.8910.98
ADBMType=Robust Accuracy, Setting=White-box, Attack=BPDA2025.0523.526.51
FlowPureGaussType=Robust Accuracy, Setting=White-box, Attack=DH2025.0516.065.33
DiffPureType=Robust Accuracy, Setting=White-box, Attack=DH2025.0515.875.2
LMType=Robust Accuracy, Setting=White-box, Attack=BPDA2025.0513.054.68
GDMPType=Robust Accuracy, Setting=White-box, Attack=DH2025.0511.774.49
ADBMType=Robust Accuracy, Setting=White-box, Attack=DH2025.057.131.49
LMType=Robust Accuracy, Setting=White-box, Attack=DH2025.053.350.46
FlowPurePGDType=Robust Accuracy, Setting=White-box, Attack=BPDA2025.052.672.67
FlowPureCWType=Robust Accuracy, Setting=White-box, Attack=BPDA2025.052.472.47
FlowPurePGDType=Robust Accuracy, Setting=White-box, Attack=DH2025.050.380.38
FlowPureCWType=Robust Accuracy, Setting=White-box, Attack=DH2025.050.260.26
VictimType=Robust Accuracy, Setting=Preprocessor-blind, Attack=PGD2025.050.010.01
VictimType=Robust Accuracy, Setting=Preprocessor-blind, Attack=CW2025.0500