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ResearchFormerly WizWand

Model Inversion Defense on Facescrub 224x224 (test)

98.46AccuracyMIDRE(0.1,0.4)
71.087278.193685.392.4064Sep 2, 2024
Updated 5mo ago

Evaluation results

MethodLinks
MIDRE(0.1,0.4)Architecture=MaxVIT, Dpub=FFHQ, Resolution=224x2242024.0998.4642.5133.610.81—
NoDefArchitecture=MaxVIT, Dpub=FFHQ, Resolution=224x2242024.0998.3680.66110.690.69—
NLS(-0.05)Architecture=MaxVIT, Dpub=FFHQ, Resolution=224x2242024.0998.2355.09127.680.8163.93
MIDRE(0.1,0.4)Architecture=DenseNet121, Dpub=FFHQ, Resolution=224x2242024.0998.1946.98134.860.81—
MIDRE(0.1,0.4)Architecture=ResneSt101, Dpub=FFHQ, Resolution=224x2242024.0998.1145.43137.780.8—
MIDRE(0.1,0.4)Architecture=DenseNet169, Dpub=FFHQ, Resolution=224x2242024.0997.9946.67136.180.81—
MIDRE(0.1,0.8)Architecture=MaxVIT, Dpub=FFHQ, Resolution=224x2242024.0996.5213.92155.310.9631.63
MIDRE(0.1,0.8)Architecture=DenseNet121, Dpub=FFHQ, Resolution=224x2242024.0995.7615.66154.620.96—
NoDefArchitecture=DenseNet121, Dpub=FFHQ, Resolution=224x2242024.0995.5495.13116.140.68—
NoDefArchitecture=DenseNet169, Dpub=FFHQ, Resolution=224x2242024.0995.4987.8124.740.77—
NoDefArchitecture=ResneSt101, Dpub=FFHQ, Resolution=224x2242024.0995.3884.27129.180.81—
MIDRE(0.1,0.8)Architecture=ResneSt101, Dpub=FFHQ, Resolution=224x2242024.0995.0915.54156.440.96237
RoLSSArchitecture=MaxVIT, Dpub=FFHQ, Resolution=224x2242024.0995.0925.17——15.68
MIDRE(0.1,0.8)Architecture=DenseNet169, Dpub=FFHQ, Resolution=224x2242024.0995.0415.78154.960.95160.04
SSFArchitecture=DenseNet121, Dpub=FFHQ, Resolution=224x2242024.0993.0965.21——12.21
TL-DMIArchitecture=MaxVIT, Dpub=FFHQ, Resolution=224x2242024.0993.0121.17——10.59
SSFArchitecture=DenseNet169, Dpub=FFHQ, Resolution=224x2242024.0992.9560.99——10.56
NLS(-0.05)Architecture=DenseNet121, Dpub=FFHQ, Resolution=224x2242024.0992.1340.69179.530.9715.96
NLS(-0.05)Architecture=ResneSt101, Dpub=FFHQ, Resolution=224x2242024.0988.8213.23172.731.110.01
RoLSSArchitecture=DenseNet121, Dpub=FFHQ, Resolution=224x2242024.0974.2510.24——3.99
RoLSSArchitecture=DenseNet169, Dpub=FFHQ, Resolution=224x2242024.0972.146.77——3.47