Adversarial Attack Imperceptibility on ImageNet
38.35PSNRPUSNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PUSNet2026.03 | 38.35 | 0.962 | 0.009 | |
| FBA2DTarget Model=MobileNet2025.12 | 36.8 | 0.96 | — | |
| FBA2DTarget Model=CNNSpot2025.12 | 36.3 | 0.95 | — | |
| FBA2DTarget Model=ViT2025.12 | 36.1 | 0.95 | — | |
| FBA2DTarget Model=DenseNet2025.12 | 35.7 | 0.94 | — | |
| FBA2DTarget Model=EfficientNet2025.12 | 34.9 | 0.93 | — | |
| PUSNet-MK2026.03 | 34.05 | 0.951 | 0.016 | |
| GeoDATarget Model=DenseNet2025.12 | 33.8 | 0.93 | — | |
| GeoDATarget Model=ViT2025.12 | 33.5 | 0.92 | — | |
| GeoDATarget Model=CNNSpot2025.12 | 33.2 | 0.92 | — | |
| HiNet2026.03 | 32.81 | 0.862 | 0.018 | |
| GeoDATarget Model=MobileNet2025.12 | 32.7 | 0.91 | — | |
| GeoDATarget Model=EfficientNet2025.12 | 32.4 | 0.9 | — | |
| TATarget Model=DenseNet2025.12 | 31.7 | 0.89 | — | |
| TATarget Model=ViT2025.12 | 31.3 | 0.88 | — | |
| TATarget Model=CNNSpot2025.12 | 31.1 | 0.88 | — | |
| TATarget Model=MobileNet2025.12 | 30.6 | 0.87 | — | |
| HSJATarget Model=MobileNet2025.12 | 30.5 | 0.88 | — | |
| UDH2026.03 | 30.35 | 0.871 | 0.024 | |
| HSJATarget Model=EfficientNet2025.12 | 30.2 | 0.87 | — | |
| TATarget Model=EfficientNet2025.12 | 30 | 0.86 | — | |
| HSJATarget Model=CNNSpot2025.12 | 29.8 | 0.87 | — | |
| HSJATarget Model=DenseNet2025.12 | 29.3 | 0.86 | — | |
| HSJATarget Model=ViT2025.12 | 28.9 | 0.85 | — | |
| ADBATarget Model=DenseNet2025.12 | 28.5 | 0.84 | — | |
| ADBATarget Model=ViT2025.12 | 28.1 | 0.83 | — | |
| ADBATarget Model=CNNSpot2025.12 | 27.9 | 0.83 | — | |
| ADBATarget Model=MobileNet2025.12 | 27.3 | 0.82 | — | |
| Sign-OPTTarget Model=DenseNet2025.12 | 27.2 | 0.83 | — | |
| Baluja2026.03 | 27.13 | 0.903 | 0.036 | |
| Sign-OPTTarget Model=ViT2025.12 | 26.8 | 0.82 | — | |
| ADBATarget Model=EfficientNet2025.12 | 26.8 | 0.81 | — | |
| Sign-OPTTarget Model=CNNSpot2025.12 | 26.5 | 0.81 | — | |
| Sign-OPTTarget Model=MobileNet2025.12 | 25.8 | 0.8 | — | |
| Sign-OPTTarget Model=EfficientNet2025.12 | 25.3 | 0.79 | — | |
| HiDDeN2026.03 | 25.09 | 0.823 | 0.043 |