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ResearchFormerly WizWand

Image Classification on CIFAR-100 (Accuracy, PSNR)

85.87AccuracyClean
-3.434819.750142.93566.1199Apr 8, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CleanModel=ViT-L-162026.0485.87100
CleanModel=ResNet-502026.0480.93100
CleanModel=ResNet-182026.0479.26100
BSR (ε = 0.03)Model=ViT-L-162026.0471.8342.69
BSR (ε = 0.03)Model=ResNet-502026.0470.3242.68
BSR (ε = 0.03)Model=ResNet-182026.0468.4442.65
FGSM (ε = 0.06)Model=ViT-L-162026.0424.5725.12
FGSM (ε = 0.03)Model=ResNet-502026.0417.4730.22
PCA → FGSMModel=ResNet-502026.0416.6629.84
PatchSVD → FGSMModel=ResNet-502026.0416.6629.71
PGD (ε = 0.06)Model=ViT-L-162026.0414.4728.87
JPEG → FGSMModel=ResNet-502026.0413.9429.83
PatchSVD → FGSMModel=ViT-L-162026.0412.1627.55
PCA → FGSMModel=ViT-L-162026.0411.8827.52
Attention-FoolModel=ResNet-182026.0411.8430.82
JPEG → FGSMModel=ViT-L-162026.0411.1929.88
FGSM (ε = 0.03)Model=ResNet-182026.0410.0330.22
Attention-FoolModel=ResNet-502026.049.8429.89
PCA → FGSMModel=ResNet-182026.049.7729.84
PatchSVD → FGSMModel=ResNet-182026.049.4229.71
JPEG → PGDModel=ResNet-50, Attack Sequence=Black text occurrence2026.048.9128.71
JPEG → PGDModel=ResNet-50, Attack Sequence=Blue text occurrence2026.048.9128.71
JPEG → FGSMModel=ResNet-182026.048.4629.82
Attention-FoolModel=ViT-L-162026.047.8531.34
AutoAttackModel=ViT-L-162026.046.7932.65
AutoAttackModel=ResNet-502026.045.6134.29
PatchSVD → PGDModel=ViT-L-162026.045.3633.41
JPEG → PGDModel=ResNet-182026.044.7328.71
PCA → PGDModel=ViT-L-162026.044.5933.45
JPEG → PGDModel=ViT-L-162026.043.6728.84
PGD (ε = 0.03)Model=ResNet-502026.040.1234.56
PCA → PGDModel=ResNet-502026.040.0733.48
PatchSVD → PGDModel=ResNet-502026.040.0533.48
PGD (ε = 0.03)Model=ResNet-182026.040.0134.15
PatchSVD → PGDModel=ResNet-182026.040.0133.16
PCA → PGDModel=ResNet-182026.04033.41