Adversarial Attack on ImageNet-1K ILSVRC 2012
99.25Attack Success RateSDM
Evaluation Results
| Method | Links | |
|---|---|---|
| SDMArchitecture=CLIP-ViT-B/322026.05 | 99.25 | |
| C&WArchitecture=CLIP-ViT-B/322026.05 | 98.57 | |
| APGDArchitecture=CLIP-ViT-B/322026.05 | 98.32 | |
| PGDArchitecture=CLIP-ViT-B/322026.05 | 97.55 | |
| SDMArchitecture=ViT-B2026.05 | 92.27 | |
| APGDArchitecture=ViT-B2026.05 | 91.22 | |
| PGDArchitecture=ViT-B2026.05 | 90.87 | |
| C&WArchitecture=ViT-B2026.05 | 87.28 | |
| SDMArchitecture=XCiT-L122026.05 | 80.83 | |
| APGDArchitecture=XCiT-L122026.05 | 79.85 | |
| PGDArchitecture=XCiT-L122026.05 | 79.61 | |
| C&WArchitecture=XCiT-L122026.05 | 76.42 | |
| SDMArchitecture=RaWideResNet-101-22026.05 | 76.29 | |
| APGDArchitecture=RaWideResNet-101-22026.05 | 75.31 | |
| PGDArchitecture=RaWideResNet-101-22026.05 | 75.03 | |
| C&WArchitecture=RaWideResNet-101-22026.05 | 72.21 | |
| AAArchitecture=Swin-L2026.05 | 70.52 | |
| SDMArchitecture=Swin-L2026.05 | 70.31 | |
| SDMArchitecture=ConvNeXt-L2026.05 | 69.44 | |
| APGDArchitecture=ConvNeXt-L2026.05 | 68.19 | |
| APGDArchitecture=Swin-L2026.05 | 68.05 | |
| PGDArchitecture=ConvNeXt-L2026.05 | 67.78 | |
| PGDArchitecture=Swin-L2026.05 | 67.32 | |
| C&WArchitecture=Swin-L2026.05 | 66 | |
| C&WArchitecture=ConvNeXt-L2026.05 | 64.04 | |
| NoneArchitecture=CLIP-ViT-B/322026.05 | 48.76 | |
| NoneArchitecture=ViT-B2026.05 | 31.62 | |
| NoneArchitecture=RaWideResNet-101-22026.05 | 26.56 | |
| NoneArchitecture=XCiT-L122026.05 | 26.24 | |
| NoneArchitecture=ConvNeXt-L2026.05 | 21.98 | |
| NoneArchitecture=Swin-L2026.05 | 21.38 |