Image Classification on CIFAR-10 (test) (Accuracy and PSNR)
98.12AccuracyClean
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CleanModel=ViT-L-162026.04 | 98.12 | 100 | |
| CleanModel=ResNet-182026.04 | 94.98 | 100 | |
| CleanModel=ResNet-502026.04 | 94.65 | 100 | |
| BSRModel=ViT-L-16, epsilon=0.062026.04 | 89.63 | 37.75 | |
| BSRModel=ResNet-18, epsilon=0.062026.04 | 87.7 | 39.77 | |
| BSRModel=ResNet-50, epsilon=0.062026.04 | 81.96 | 39.74 | |
| Attention-FoolModel=ResNet-502026.04 | 31.47 | 29.64 | |
| Attention-FoolModel=ViT-L-162026.04 | 29.15 | 29.29 | |
| Attention-FoolModel=ResNet-182026.04 | 28.85 | 29.34 | |
| FGSMModel=ViT-L-16, epsilon=0.062026.04 | 22.67 | 25.12 | |
| FGSMModel=ResNet-18, epsilon=0.062026.04 | 18.72 | 24.18 | |
| PCA → FGSMModel=ResNet-182026.04 | 18.11 | 24.08 | |
| PatchSVD → FGSMModel=ResNet-182026.04 | 17.21 | 24.04 | |
| PCA → FGSMModel=ViT-L-162026.04 | 15.88 | 24.52 | |
| FGSMModel=ResNet-50, epsilon=0.062026.04 | 15.78 | 24.18 | |
| JPEG → FGSMModel=ResNet-502026.04 | 15.58 | 29.66 | |
| PatchSVD → FGSMModel=ViT-L-162026.04 | 15.56 | 24.55 | |
| PCA → FGSMModel=ResNet-502026.04 | 15.2 | 24.07 | |
| JPEG → FGSMModel=ViT-L-162026.04 | 15.19 | 29.48 | |
| PatchSVD → FGSMModel=ResNet-502026.04 | 15.05 | 24.04 | |
| JPEG → FGSMModel=ResNet-182026.04 | 13.14 | 29.66 | |
| PGDModel=ViT-L-16, epsilon=0.062026.04 | 12.05 | 28.87 | |
| PatchSVD → PGDModel=ViT-L-162026.04 | 11.36 | 28.17 | |
| PCA → PGDModel=ViT-L-162026.04 | 11.12 | 28.14 | |
| AutoAttackModel=ViT-L-162026.04 | 8.74 | 31.64 | |
| JPEG → PGDModel=ViT-L-162026.04 | 4.89 | 26.24 | |
| AutoAttackModel=ResNet-502026.04 | 1.56 | 32.24 | |
| AutoAttackModel=ResNet-182026.04 | 1.32 | 32.24 | |
| PGDModel=ResNet-18, epsilon=0.062026.04 | 0 | 28.68 | |
| JPEG → PGDModel=ResNet-182026.04 | 0 | 25.21 | |
| PCA → PGDModel=ResNet-182026.04 | 0 | 28.47 | |
| PatchSVD → PGDModel=ResNet-182026.04 | 0 | 28.38 | |
| PGDModel=ResNet-50, epsilon=0.062026.04 | 0 | 26.9 | |
| JPEG → PGDModel=ResNet-502026.04 | 0 | 25.22 | |
| PCA → PGDModel=ResNet-502026.04 | 0 | 28.65 | |
| PatchSVD → PGDModel=ResNet-502026.04 | 0 | 28.57 |