Adversarial Attack on ImageNet (Accuracy, ASR, FR, ACR)
76.58AccuracyBenign
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| BenignTarget Defense=R&P2025.06 | 76.58 | — | — | — | |
| BenignTarget Defense=Adv.IncV32025.06 | 76.33 | — | — | — | |
| BenignTarget Defense=JPEG2025.06 | 74.68 | — | — | — | |
| BenignTarget Defense=BDR2025.06 | 74.68 | — | — | — | |
| BIATarget Defense=Adv.IncV32025.06 | 68.54 | 14.95 | 24.02 | 15.3 | |
| BenignTarget Defense=Avg.2025.06 | 68.26 | — | — | — | |
| BIA w/ OursTarget Defense=Adv.IncV32025.06 | 67.92 | 15.75 | 24.83 | 15.23 | |
| PDCLTarget Defense=Adv.IncV32025.06 | 67.57 | 16.2 | 25.29 | 15.24 | |
| PDCL w/ OursTarget Defense=Adv.IncV32025.06 | 67.53 | 16.24 | 25.27 | 15.16 | |
| GAMATarget Defense=Adv.IncV32025.06 | 66.71 | 17.27 | 26.37 | 15.06 | |
| GAMA w/ OursTarget Defense=Adv.IncV32025.06 | 66.37 | 17.76 | 26.78 | 15.19 | |
| FACLTarget Defense=Adv.IncV32025.06 | 65.68 | 18.68 | 27.75 | 15.22 | |
| FACL w/ OursTarget Defense=Adv.IncV32025.06 | 65.49 | 18.88 | 27.9 | 15.07 | |
| BIATarget Defense=JPEG2025.06 | 63.49 | 20.24 | 28.09 | 11.45 | |
| BIA w/ OursTarget Defense=JPEG2025.06 | 60.83 | 23.74 | 31.61 | 11.48 | |
| GAMATarget Defense=JPEG2025.06 | 59.27 | 25.66 | 33.51 | 11.07 | |
| GAMA w/ OursTarget Defense=JPEG2025.06 | 58.99 | 26.07 | 33.86 | 11.19 | |
| BenignTarget Defense=Adv.ConvNeXt2025.06 | 58.44 | — | — | — | |
| PDCLTarget Defense=JPEG2025.06 | 58.1 | 27.15 | 34.92 | 10.91 | |
| PDCL w/ OursTarget Defense=JPEG2025.06 | 57.63 | 27.82 | 35.54 | 11.09 | |
| BIATarget Defense=Avg.2025.06 | 54.03 | 23.75 | 32.78 | 9.51 | |
| BIATarget Defense=Adv.ConvNeXt2025.06 | 53.88 | 10.26 | 19.4 | 3.46 | |
| GAMA w/ OursTarget Defense=Adv.ConvNeXt2025.06 | 53.81 | 10.45 | 19.61 | 3.56 | |
| GAMATarget Defense=Adv.ConvNeXt2025.06 | 53.76 | 10.5 | 19.68 | 3.5 | |
| BIA w/ OursTarget Defense=Adv.ConvNeXt2025.06 | 53.62 | 10.65 | 19.6 | 3.38 | |
| PDCLTarget Defense=Adv.ConvNeXt2025.06 | 53.61 | 10.74 | 19.84 | 3.47 | |
| PDCL w/ OursTarget Defense=Adv.ConvNeXt2025.06 | 53.48 | 10.88 | 19.92 | 3.36 | |
| FACL w/ OursTarget Defense=Adv.ConvNeXt2025.06 | 53.14 | 11.58 | 20.88 | 3.54 | |
| FACLTarget Defense=Adv.ConvNeXt2025.06 | 53.12 | 11.7 | 21.19 | 3.66 | |
| BIA w/ OursTarget Defense=Avg.2025.06 | 51.8 | 26.52 | 35.28 | 9.01 | |
| GAMATarget Defense=Avg.2025.06 | 50.69 | 27.91 | 36.68 | 8.79 | |
| PDCLTarget Defense=Avg.2025.06 | 50.23 | 28.47 | 37.04 | 8.64 | |
| GAMA w/ OursTarget Defense=Avg.2025.06 | 49.96 | 28.82 | 37.4 | 8.65 | |
| PDCL w/ OursTarget Defense=Avg.2025.06 | 49.83 | 29.03 | 37.54 | 8.66 | |
| BenignTarget Defense=Adv.ViT2025.06 | 48.82 | — | — | — | |
| FACL w/ OursTarget Defense=JPEG2025.06 | 47.93 | 40.25 | 47.28 | 10.1 | |
| BIATarget Defense=BDR2025.06 | 47.82 | 40.76 | 48.06 | 11.3 | |
| FACLTarget Defense=JPEG2025.06 | 47.25 | 41.08 | 47.99 | 9.9 | |
| FACLTarget Defense=Avg.2025.06 | 47.15 | 32.52 | 40.95 | 8.41 | |
| GAMATarget Defense=Adv.ViT2025.06 | 45.74 | 11.65 | 25.7 | 5.09 | |
| BIATarget Defense=Adv.ViT2025.06 | 45.64 | 11.72 | 25.48 | 4.96 | |
| FACL w/ OursTarget Defense=Avg.2025.06 | 45.56 | 34.48 | 42.57 | 8.01 | |
| GAMA w/ OursTarget Defense=Adv.ViT2025.06 | 45.5 | 11.78 | 25.34 | 4.74 | |
| BIA w/ OursTarget Defense=Adv.ViT2025.06 | 45.33 | 11.95 | 25.31 | 4.57 | |
| PDCLTarget Defense=Adv.ViT2025.06 | 45.24 | 12.1 | 25.43 | 4.55 | |
| FACLTarget Defense=Adv.ViT2025.06 | 45.17 | 12.44 | 26.24 | 4.73 | |
| PDCL w/ OursTarget Defense=Adv.ViT2025.06 | 45.13 | 12.38 | 25.69 | 4.59 | |
| FACL w/ OursTarget Defense=Adv.ViT2025.06 | 44.89 | 12.74 | 26.12 | 4.46 | |
| BIATarget Defense=R&P2025.06 | 44.78 | 44.59 | 51.6 | 10.56 | |
| BIA w/ OursTarget Defense=BDR2025.06 | 44.07 | 45.37 | 52.22 | 10.29 | |
| GAMATarget Defense=BDR2025.06 | 41.08 | 49.01 | 55.42 | 9.38 | |
| PDCLTarget Defense=BDR2025.06 | 39.84 | 50.56 | 56.77 | 9.12 | |
| PDCL w/ OursTarget Defense=BDR2025.06 | 39.53 | 51.06 | 57.29 | 9.42 | |
| GAMA w/ OursTarget Defense=BDR2025.06 | 39.07 | 51.49 | 57.63 | 8.88 | |
| BIA w/ OursTarget Defense=R&P2025.06 | 39.01 | 51.63 | 57.86 | 9.08 | |
| FACLTarget Defense=BDR2025.06 | 38.36 | 52.43 | 58.39 | 8.91 | |
| GAMATarget Defense=R&P2025.06 | 37.6 | 53.34 | 59.42 | 8.62 | |
| PDCLTarget Defense=R&P2025.06 | 37.01 | 54.09 | 59.98 | 8.54 | |
| GAMA w/ OursTarget Defense=R&P2025.06 | 36 | 55.36 | 61.18 | 8.36 | |
| PDCL w/ OursTarget Defense=R&P2025.06 | 35.67 | 55.78 | 61.5 | 8.31 | |
| FACLTarget Defense=R&P2025.06 | 33.31 | 58.78 | 64.16 | 8.03 | |
| FACL w/ OursTarget Defense=BDR2025.06 | 33.24 | 58.85 | 64.03 | 7.94 | |
| FACL w/ OursTarget Defense=R&P2025.06 | 28.64 | 64.6 | 69.19 | 7 |