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ResearchFormerly WizWand

Model Inversion Attack on CelebA 64x64

91.16AccuracyNoDef
86.521687.725888.9390.1342Sep 2, 2024
Updated 5mo ago

Evaluation results

MethodLinks
NoDefAttack=GMI, Target Model=IR152, Resolution=64x642024.0991.1632.4—1,587.28
NoDefAttack=KedMI, Target Model=IR152, Resolution=64x642024.0991.1678.93—1,262.44
NoDefAttack=LOMMA + GMI, Target Model=IR152, Resolution=64x642024.0991.1680.93—1,253.03
NoDefAttack=LOMMA + KedMI, Target Model=IR152, Resolution=64x642024.0991.1690.87—1,116.9
MIDREAttack=GMI, Target Model=IR152, Resolution=64x642024.0987.9411.076.621,813.11
MIDREAttack=KedMI, Target Model=IR152, Resolution=64x642024.0987.9446.6710.021,455.88
MIDREAttack=LOMMA + GMI, Target Model=IR152, Resolution=64x642024.0987.9449.49.791,497.5
MIDREAttack=LOMMA + KedMI, Target Model=IR152, Resolution=64x642024.0987.9462.938.681,551
TL-DMIAttack=GMI, Target Model=IR152, Resolution=64x642024.0986.78.935.261,819
TL-DMIAttack=KedMI, Target Model=IR152, Resolution=64x642024.0986.764.63.211,333
TL-DMIAttack=LOMMA + GMI, Target Model=IR152, Resolution=64x642024.0986.741.878.761,551
TL-DMIAttack=LOMMA + KedMI, Target Model=IR152, Resolution=64x642024.0986.777.732.951,305