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ResearchFormerly WizWand

Model Inversion Attack on CelebA

93.93Attack AccLOKT
36.31451.27266.2381.188Oct 30, 2023Dec 20, 2023Feb 9, 2024Apr 1, 2024May 22, 2024Jul 12, 2024Sep 2, 2024
Updated 5mo ago

Evaluation results

MethodLinks
LOKTTarget Model (T)=FaceNet64, Public Dataset (Dpub)=CelebA, Design=Sen2023.1093.931,181.72
LOKTTarget Model (T)=FaceNet64, Public Dataset (Dpub)=CelebA, Design=S2023.1092.81,207.25
LOKTTarget Model (T)=IR152, Public Dataset (Dpub)=CelebA, Design=Sen2023.1092.131,206.78
LOKTTarget Model (T)=IR152, Public Dataset (Dpub)=CelebA, Design=S2023.1089.81,220
LOKTTarget Model (T)=VGG16, Public Dataset (Dpub)=CelebA, Design=Sen2023.1087.271,246.71
LOKTTarget Model (T)=VGG16, Public Dataset (Dpub)=CelebA, Design=S2023.1085.61,252.09
LOKTTarget Model (T)=FaceNet64, Public Dataset (Dpub)=CelebA, Design=CoD2023.10811,298.63
BREPMITarget Model (T)=FaceNet64, Public Dataset (Dpub)=CelebA2023.1073.931,284.41
LOKTTarget Model (T)=IR152, Public Dataset (Dpub)=CelebA, Design=CoD2023.1072.071,358.94
BREPMITarget Model (T)=IR152, Public Dataset (Dpub)=CelebA2023.1071.471,277.23
LOKTTarget Model (T)=VGG16, Public Dataset (Dpub)=CelebA, Design=CoD2023.1071.331,364.47
LOKTTarget Model (T)=FaceNet64, Public Dataset (Dpub)=FFHQ, Design=Sen2023.1062.071,428.04
LOKTTarget Model (T)=FaceNet64, Public Dataset (Dpub)=FFHQ, Design=S2023.1059.131,437.86
BREPMITarget Model (T)=VGG16, Public Dataset (Dpub)=CelebA2023.1057.41,376.94
LOKTTarget Model (T)=FaceNet64, Public Dataset (Dpub)=FFHQ, Design=CoD2023.1043.271,516.18
MIDREAttack=Standard inversion attack2024.0943.07—
BREPMITarget Model (T)=FaceNet64, Public Dataset (Dpub)=FFHQ2023.10431,470.55
MIDRE (Adapt.Att)Attack=Adaptive attack (attacker knows masking portions)2024.0938.53—