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ResearchFormerly WizWand

Model Inversion Attack Defense on CIFAR100 (val)

0.975SSIMBottleneck
0.41860.563050.70750.85195Mar 1, 2025
Updated 8mo ago

Evaluation results

MethodLinks
BottleneckAttack Method=Dec.-based MIA [29]2025.030.97531.54
BottleneckAttack Method=GAN-based MIA [68]2025.030.9730.96
Bottleneck+CEMAttack Method=GAN-based MIA [68]2025.030.93726.98
DropoutAttack Method=GAN-based MIA [68]2025.030.93627.44
ResSFLAttack Method=GAN-based MIA [68]2025.030.93526.98
DistCorrAttack Method=GAN-based MIA [68]2025.030.92826.02
Dropout+CEMAttack Method=GAN-based MIA [68]2025.030.8924.94
Noise_NopeekAttack Method=GAN-based MIA [68]2025.030.8924.2
DistCorrAttack Method=Dec.-based MIA [29]2025.030.8822.67
DistCorr+CEMAttack Method=GAN-based MIA [68]2025.030.87723.46
ResSFLAttack Method=Dec.-based MIA [29]2025.030.86622.92
ResSFL+CEMAttack Method=GAN-based MIA [68]2025.030.86623.37
DropoutAttack Method=Dec.-based MIA [29]2025.030.86523.76
Noise_Nopeek+CEMAttack Method=GAN-based MIA [68]2025.030.85822.83
Bottleneck+CEMAttack Method=Dec.-based MIA [29]2025.030.85622.36
Noise_NopeekAttack Method=Dec.-based MIA [29]2025.030.84122
Dropout+CEMAttack Method=Dec.-based MIA [29]2025.030.81622.21
DistCorr+CEMAttack Method=Dec.-based MIA [29]2025.030.81221.3
Noise_Nopeek+CEMAttack Method=Dec.-based MIA [29]2025.030.79720.8
ResSFL+CEMAttack Method=Dec.-based MIA [29]2025.030.7720.31
Noise_ARLAttack Method=GAN-based MIA [68]2025.030.69117.85
PATROLAttack Method=GAN-based MIA [68]2025.030.63416.23
PATROL+CEMAttack Method=GAN-based MIA [68]2025.030.60315.96
Noise_ARL+CEMAttack Method=GAN-based MIA [68]2025.030.59914.4
Noise_ARLAttack Method=Dec.-based MIA [29]2025.030.52115.57
PATROLAttack Method=Dec.-based MIA [29]2025.030.47814.74
Noise_ARL+CEMAttack Method=Dec.-based MIA [29]2025.030.45716.27
PATROL+CEMAttack Method=Dec.-based MIA [29]2025.030.4413.77