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Training-based Mimicry Defense on TI, DB, CelebA-HQ, VGGFace2, WikiArt Average

13.9FIDRandomNoise
-1.7416103.8392209.42315.0008Jun 10, 2026

Evaluation results

MethodLinks
RandomNoiseDefense Type=-2026.0613.927.850.9
LDSDefense Type=Evasion2026.0617.4827.990.87
RandomNoiseDefense Type=-2026.0622.1529.160.88
DiffGuardDefense Type=Evasion2026.0623.0728.110.87
LDSDefense Type=Evasion2026.0623.5528.770.84
PhotoGuardDefense Type=Evasion2026.0627.6928.110.84
PIDDefense Type=Evasion2026.0630.9128.270.83
DiffGuardDefense Type=Evasion2026.0631.2929.650.84
PhotoGuardDefense Type=Evasion2026.0632.1829.20.83
SimACDefense Type=Poisoning2026.0633.7127.90.85
PIDDefense Type=Evasion2026.0634.1429.260.82
MetaCloakDefense Type=Poisoning2026.0641.2627.870.84
SDSTDefense Type=Evasion2026.0641.8527.790.81
MetaCloakDefense Type=Poisoning2026.0644.0329.090.81
SimACDefense Type=Poisoning2026.0644.7529.190.82
LDMRDefense Type=Evasion2026.0645.1827.740.81
AdvDMDefense Type=Evasion2026.0646.5628.130.82
LDMRDefense Type=Evasion2026.0646.729.030.79
SDSTDefense Type=Evasion2026.0648.0928.20.79
PretenderDefense Type=Poisoning2026.0649.3727.880.82
DisDiffDefense Type=Poisoning2026.0650.0427.770.82
AntiDiffDefense Type=Poisoning2026.0651.9627.710.83
EUDPDefense Type=Poisoning2026.0653.1427.870.82
AdvDMDefense Type=Evasion2026.0653.2729.180.8
AntiDiffDefense Type=Poisoning2026.0655.3728.970.79
CAATDefense Type=Poisoning2026.0656.6527.740.81
PretenderDefense Type=Poisoning2026.0656.9528.980.79
SmoothDefense Type=Evasion2026.0665.9628.680.78
AntiDBDefense Type=Poisoning2026.0667.5927.360.81
CAATDefense Type=Poisoning2026.0667.928.730.77
GAPDiffDefense Type=Evasion2026.0668.7226.660.78
AntiDBDefense Type=Poisoning2026.0669.3228.490.77
GoodACDefense Type=Poisoning2026.0670.6328.380.77
HAADDefense Type=Poisoning2026.0670.9528.560.76
DisDiffDefense Type=Poisoning2026.0671.9728.750.77
PAPDefense Type=Poisoning2026.0672.2628.360.76
GoodACDefense Type=Poisoning2026.0672.6827.250.8
HAADDefense Type=Poisoning2026.0674.627.720.8
EUDPDefense Type=Poisoning2026.0676.5928.620.76
PAPDefense Type=Poisoning2026.0680.0627.350.8
GlazeDefense Type=Evasion2026.0693.8825.940.75
NightShadeDefense Type=Evasion2026.0695.4825.830.75
MISTDefense Type=Evasion2026.0695.7425.960.75
ACEDefense Type=Poisoning2026.0697.0425.780.74
GAPDiffDefense Type=Evasion2026.06103.9626.470.71
SmoothDefense Type=Evasion2026.06113.4427.090.78
GlazeDefense Type=Evasion2026.06138.824.570.69
NightShadeDefense Type=Evasion2026.06140.9724.580.69
MISTDefense Type=Evasion2026.06143.1724.530.69
ACEDefense Type=Poisoning2026.06146.2224.520.69
VOIDDefense Type=N/A2026.06365.3719.450.51
VOIDDefense Type=N/A2026.06404.9420.080.53