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ResearchFormerly WizWand

Image Classification on CIFAR-10 (test) (Accuracy and PSNR)

98.12AccuracyClean
-3.924822.567649.0675.5524Apr 8, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CleanModel=ViT-L-162026.0498.12100
CleanModel=ResNet-182026.0494.98100
CleanModel=ResNet-502026.0494.65100
BSRModel=ViT-L-16, epsilon=0.062026.0489.6337.75
BSRModel=ResNet-18, epsilon=0.062026.0487.739.77
BSRModel=ResNet-50, epsilon=0.062026.0481.9639.74
Attention-FoolModel=ResNet-502026.0431.4729.64
Attention-FoolModel=ViT-L-162026.0429.1529.29
Attention-FoolModel=ResNet-182026.0428.8529.34
FGSMModel=ViT-L-16, epsilon=0.062026.0422.6725.12
FGSMModel=ResNet-18, epsilon=0.062026.0418.7224.18
PCA → FGSMModel=ResNet-182026.0418.1124.08
PatchSVD → FGSMModel=ResNet-182026.0417.2124.04
PCA → FGSMModel=ViT-L-162026.0415.8824.52
FGSMModel=ResNet-50, epsilon=0.062026.0415.7824.18
JPEG → FGSMModel=ResNet-502026.0415.5829.66
PatchSVD → FGSMModel=ViT-L-162026.0415.5624.55
PCA → FGSMModel=ResNet-502026.0415.224.07
JPEG → FGSMModel=ViT-L-162026.0415.1929.48
PatchSVD → FGSMModel=ResNet-502026.0415.0524.04
JPEG → FGSMModel=ResNet-182026.0413.1429.66
PGDModel=ViT-L-16, epsilon=0.062026.0412.0528.87
PatchSVD → PGDModel=ViT-L-162026.0411.3628.17
PCA → PGDModel=ViT-L-162026.0411.1228.14
AutoAttackModel=ViT-L-162026.048.7431.64
JPEG → PGDModel=ViT-L-162026.044.8926.24
AutoAttackModel=ResNet-502026.041.5632.24
AutoAttackModel=ResNet-182026.041.3232.24
PGDModel=ResNet-18, epsilon=0.062026.04028.68
JPEG → PGDModel=ResNet-182026.04025.21
PCA → PGDModel=ResNet-182026.04028.47
PatchSVD → PGDModel=ResNet-182026.04028.38
PGDModel=ResNet-50, epsilon=0.062026.04026.9
JPEG → PGDModel=ResNet-502026.04025.22
PCA → PGDModel=ResNet-502026.04028.65
PatchSVD → PGDModel=ResNet-502026.04028.57