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ResearchFormerly WizWand

Model Inversion Defense on CelebA 64x64 (test)

86.9AccuracyNoDef
78.850480.940283.0385.1198Sep 2, 2024
Updated 5mo ago

Evaluation results

MethodLinks
NoDefAttack=LOMMA + GMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0986.974.53—1,312.93
NoDefAttack=LOMMA + KedMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0986.981.8—1,211.45
NoDefAttack=PLGMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0986.997.47—1,149.67
NoDefAttack=GMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0986.920.07—1,679.18
NoDefAttack=KedMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0986.978.47—1,289.46
NoDefAttack=BREPMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0986.957.4—1,376.94
BiDOAttack=LOMMA + GMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.8553.732.951,422.75
MIDREAttack=LOMMA + GMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.8531.936.041,590.12
BiDOAttack=LOMMA + KedMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.85632.671,345.94
MIDREAttack=LOMMA + KedMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.8543.075.491,503.89
BiDOAttack=PLGMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.8592.40.721,228.36
MIDREAttack=PLGMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.8566.64.381,475.76
BiDOAttack=GMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.856.131.981,927.11
MIDREAttack=GMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.853.22.392,020.49
BiDOAttack=KedMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.8543.534.961,494.35
MIDREAttack=KedMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.8534.736.21,620.66
BiDOAttack=BREPMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.8537.42.841,500.45
MIDREAttack=BREPMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.8521.735.061,611.78
MIDAttack=LOMMA + GMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.1654.532.581,348.21
MIDAttack=LOMMA + KedMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.1667.21.891,249.18
MIDAttack=PLGMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.16930.581,111.61
MIDAttack=GMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.1620.93-0.111,698.5
MIDAttack=KedMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.1653.333.251,364.02
MIDAttack=BREPMI, Target Model (T)=VGG16, Private Dataset (Dpriv)=CelebA, Public Dataset (Dpub)=CelebA2024.0979.1639.22.351,458.61