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ResearchFormerly WizWand

PPA Model Inversion Attack on FaceScrub (224x224, private) + FFHQ (public) (test)

98.02AccuracyMIDRE(0.1,0.4)
89.471291.690693.9196.1294Sep 2, 2024
Updated 5mo ago

Evaluation results

MethodLinks
MIDRE(0.1,0.4)Architecture=ResNet1012024.0998.0243.58139.010.81—
MIDRE(0.1,0.4)Architecture=ResNet1522024.0997.942.44139.660.82—
MIDRE(0.1, 0.4)Architecture=ResNet182024.0997.2848.16131.720.8—
MIDRE(0.1,0.8)Architecture=ResNet1522024.0995.4715.97155.610.95—
NoDefArchitecture=ResNet1522024.0995.4386.51113.030.73—
MIDRE(0.1,0.8)Architecture=ResNet1012024.0995.1515.47155.80.96—
NoDefArchitecture=ResNet1012024.0994.8683128.60.76—
NLS(-0.05)Architecture=ResNet1012024.0994.7933.14130.940.9712.29
NoDefArchitecture=ResNet182024.0994.2288.67123.850.74—
TTSArchitecture=ResNet1012024.0994.1677.26——8.2
TTSArchitecture=ResNet1522024.0993.9773.59——8.85
SSFArchitecture=ResNet1522024.0993.7970.71——9.63
SSFArchitecture=ResNet1012024.0993.7971.06——11.16
MIDRE(0.1,0.8)Architecture=ResNet182024.0993.3313.89154.790.9784.02
RoLSSArchitecture=ResNet1522024.099364.98——8.86
MIDArchitecture=ResNet1012024.0992.782.08122.960.760.43
RoLSSArchitecture=ResNet1012024.0992.458.68——9.89
BiDOArchitecture=ResNet1522024.0991.858.14147.280.877.82
MIDArchitecture=ResNet1522024.0991.5666.18137.180.865.25
NLSArchitecture=ResNet1522024.0991.514.34—1.2318.36
DPArchitecture=ResNet1012024.0991.3674.88131.380.822.32
BiDOArchitecture=ResNet182024.0991.3376.56127.860.754.54
MIDArchitecture=ResNet182024.0991.1565.47137.750.877.56
TL-DMIArchitecture=ResNet182024.0991.1222.36——21.39
BiDOArchitecture=ResNet1012024.0990.3167.07139.150.843.5
TL-DMIArchitecture=ResNet1012024.0990.131.82——10.75
DPArchitecture=ResNet182024.0989.875.26130.410.823.03