Black-box Attack on LSUN
99.9ASRFBA2D
Evaluation Results
| Method | Links | |
|---|---|---|
| FBA2DTarget Model=ViT, RMSE=0.12025.12 | 99.9 | |
| FBA2DTarget Model=ViT, RMSE=0.052025.12 | 99.6 | |
| TATarget Model=ViT, RMSE=0.12025.12 | 99 | |
| FBA2DTarget Model=MobileNet, RMSE=0.12025.12 | 98.6 | |
| TATarget Model=ViT, RMSE=0.052025.12 | 98.5 | |
| FBA2DTarget Model=CNNSpot, RMSE=0.12025.12 | 97.9 | |
| FBA2DTarget Model=CNNSpot, RMSE=0.052025.12 | 97.3 | |
| FBA2DTarget Model=MobileNet, RMSE=0.052025.12 | 97.2 | |
| FBA2DTarget Model=DenseNet, RMSE=0.12025.12 | 95.9 | |
| HSJATarget Model=ViT, RMSE=0.12025.12 | 95.8 | |
| FBA2DTarget Model=DenseNet, RMSE=0.052025.12 | 95.4 | |
| TATarget Model=MobileNet, RMSE=0.12025.12 | 93.1 | |
| FBA2DTarget Model=CNNSpot, RMSE=0.012025.12 | 90.9 | |
| FBA2DModel=Swin Transformer, RMSE=0.12025.12 | 90 | |
| FBA2DModel=Effort, RMSE=0.12025.12 | 89.5 | |
| FBA2DModel=AIDE, RMSE=0.12025.12 | 89.2 | |
| FBA2DModel=Swin Transformer, RMSE=0.052025.12 | 89 | |
| TATarget Model=MobileNet, RMSE=0.052025.12 | 88.9 | |
| FBA2DModel=PatchCraft, RMSE=0.12025.12 | 88.5 | |
| FBA2DModel=Effort, RMSE=0.052025.12 | 88.5 | |
| FBA2DModel=AIDE, RMSE=0.052025.12 | 88.2 | |
| FBA2DModel=PatchCraft, RMSE=0.052025.12 | 87.5 | |
| FBA2DTarget Model=DenseNet, RMSE=0.012025.12 | 87.4 | |
| OPTTarget Model=MobileNet, RMSE=0.12025.12 | 83.6 | |
| TAModel=Swin Transformer, RMSE=0.12025.12 | 83.4 | |
| TAModel=Effort, RMSE=0.12025.12 | 83 | |
| TAModel=AIDE, RMSE=0.12025.12 | 82.7 | |
| TAModel=PatchCraft, RMSE=0.12025.12 | 82.1 | |
| OPTModel=Swin Transformer, RMSE=0.12025.12 | 81.7 | |
| HSJATarget Model=CNNSpot, RMSE=0.12025.12 | 80.9 | |
| OPTModel=AIDE, RMSE=0.12025.12 | 80.5 | |
| FBA2DTarget Model=MobileNet, RMSE=0.012025.12 | 79.6 | |
| OPTModel=PatchCraft, RMSE=0.12025.12 | 79.2 | |
| OPTModel=Effort, RMSE=0.12025.12 | 78.8 | |
| TAModel=Swin Transformer, RMSE=0.052025.12 | 77.8 | |
| FBA2DTarget Model=ViT, RMSE=0.012025.12 | 77.7 | |
| TAModel=Effort, RMSE=0.052025.12 | 77.4 | |
| TAModel=AIDE, RMSE=0.052025.12 | 77.1 | |
| FBA2DTarget Model=EfficientNet, RMSE=0.12025.12 | 77 | |
| OPTTarget Model=CNNSpot, RMSE=0.12025.12 | 76.8 | |
| TATarget Model=CNNSpot, RMSE=0.12025.12 | 76.6 | |
| TAModel=PatchCraft, RMSE=0.052025.12 | 76.5 | |
| FBA2DModel=Swin Transformer, RMSE=0.012025.12 | 75.5 | |
| FBA2DModel=Effort, RMSE=0.012025.12 | 75.1 | |
| FBA2DModel=AIDE, RMSE=0.012025.12 | 74.8 | |
| OPTTarget Model=ViT, RMSE=0.12025.12 | 74.8 | |
| FBA2DModel=PatchCraft, RMSE=0.012025.12 | 74.2 | |
| TATarget Model=ViT, RMSE=0.012025.12 | 73.1 | |
| FBA2DTarget Model=EfficientNet, RMSE=0.052025.12 | 71.8 | |
| OPTTarget Model=EfficientNet, RMSE=0.12025.12 | 70.3 | |
| HSJAModel=PatchCraft, RMSE=0.12025.12 | 69.2 | |
| HSJAModel=Effort, RMSE=0.12025.12 | 68.8 | |
| HSJAModel=AIDE, RMSE=0.12025.12 | 68.4 | |
| HSJAModel=Swin Transformer, RMSE=0.12025.12 | 67.6 | |
| TATarget Model=CNNSpot, RMSE=0.052025.12 | 67.3 | |
| OPTTarget Model=DenseNet, RMSE=0.12025.12 | 66.6 | |
| HSJATarget Model=ViT, RMSE=0.052025.12 | 66 | |
| TATarget Model=EfficientNet, RMSE=0.12025.12 | 65.6 | |
| GeoDATarget Model=EfficientNet, RMSE=0.12025.12 | 64.7 | |
| HSJAModel=Swin Transformer, RMSE=0.052025.12 | 62.4 | |
| HSJAModel=AIDE, RMSE=0.052025.12 | 61.6 | |
| HSJAModel=Effort, RMSE=0.052025.12 | 61.2 | |
| HSJAModel=PatchCraft, RMSE=0.052025.12 | 60.8 | |
| OPTTarget Model=MobileNet, RMSE=0.052025.12 | 58.7 | |
| GeoDATarget Model=ViT, RMSE=0.12025.12 | 58.1 | |
| GeoDATarget Model=ViT, RMSE=0.052025.12 | 58.1 | |
| TATarget Model=DenseNet, RMSE=0.12025.12 | 55.8 | |
| TATarget Model=EfficientNet, RMSE=0.052025.12 | 55.8 | |
| GeoDATarget Model=EfficientNet, RMSE=0.052025.12 | 55.2 | |
| TATarget Model=DenseNet, RMSE=0.052025.12 | 55.1 | |
| GeoDATarget Model=MobileNet, RMSE=0.12025.12 | 54.7 | |
| GeoDATarget Model=MobileNet, RMSE=0.052025.12 | 54.7 | |
| HSJATarget Model=MobileNet, RMSE=0.12025.12 | 54.1 | |
| OPTModel=Swin Transformer, RMSE=0.052025.12 | 53.5 | |
| HSJATarget Model=EfficientNet, RMSE=0.12025.12 | 52.7 | |
| OPTModel=AIDE, RMSE=0.052025.12 | 52.6 | |
| OPTTarget Model=EfficientNet, RMSE=0.052025.12 | 52.5 | |
| GeoDAModel=Swin Transformer, RMSE=0.12025.12 | 52.2 | |
| GeoDAModel=Swin Transformer, RMSE=0.052025.12 | 52.2 | |
| OPTTarget Model=CNNSpot, RMSE=0.052025.12 | 52.2 | |
| GeoDATarget Model=CNNSpot, RMSE=0.12025.12 | 52.1 | |
| GeoDATarget Model=CNNSpot, RMSE=0.052025.12 | 52.1 | |
| GeoDAModel=Effort, RMSE=0.12025.12 | 52 | |
| GeoDAModel=Effort, RMSE=0.052025.12 | 52 | |
| OPTModel=PatchCraft, RMSE=0.052025.12 | 51.8 | |
| GeoDAModel=AIDE, RMSE=0.12025.12 | 51.8 | |
| GeoDAModel=AIDE, RMSE=0.052025.12 | 51.8 | |
| GeoDATarget Model=DenseNet, RMSE=0.12025.12 | 51.7 | |
| GeoDATarget Model=DenseNet, RMSE=0.052025.12 | 51.7 | |
| GeoDAModel=PatchCraft, RMSE=0.12025.12 | 51.5 | |
| GeoDAModel=PatchCraft, RMSE=0.052025.12 | 51.5 | |
| OPTModel=Effort, RMSE=0.052025.12 | 51.2 | |
| HSJATarget Model=CNNSpot, RMSE=0.052025.12 | 50.9 | |
| OPTTarget Model=DenseNet, RMSE=0.052025.12 | 50.3 | |
| ADBATarget Model=ViT, RMSE=0.12025.12 | 50.2 | |
| GeoDAModel=Swin Transformer, RMSE=0.012025.12 | 50 | |
| GeoDAModel=Effort, RMSE=0.012025.12 | 49.8 | |
| ADBATarget Model=CNNSpot, RMSE=0.12025.12 | 49.8 | |
| ADBATarget Model=DenseNet, RMSE=0.12025.12 | 49.8 | |
| HSJATarget Model=DenseNet, RMSE=0.12025.12 | 49.7 |