Adversarial Attack on ImageNet-compatible
52.2HGD ScoreACA
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ACASurrogate Model=ViT-B2023.05 | 52.2 | 53.6 | 53.9 | 59.7 | 63.4 | 63.7 | 59.8 | 62.2 | 53.6 | 55.6 | 60.8 | 0.5805 | — | — | |
| RaPASurrogate Model=RN502025.04 | 25.7 | 92.7 | — | 91.2 | 92.2 | 4 | — | — | — | — | — | — | 88.2 | 43.2 | |
| NCFSurrogate Model=ViT-B2023.05 | 22.8 | 21.1 | 25.8 | 26.8 | 43.9 | 39.6 | 27.4 | 31.9 | 21.8 | 34.4 | 47.5 | 0.3118 | — | — | |
| SAESurrogate Model=ViT-B2023.05 | 21.4 | 19 | 25.2 | 25.7 | 43.5 | 39.8 | 25.7 | 29.6 | 20 | 35.1 | 49.6 | 0.3042 | — | — | |
| CFMSurrogate Model=RN502025.04 | 15.2 | 89.3 | — | 88.2 | 91.5 | 0.5 | — | — | — | — | — | — | 84.1 | 13.8 | |
| cAdvSurrogate Model=ViT-B2023.05 | 12.2 | 14 | 17.7 | 11.1 | 33.9 | 32.9 | 19.9 | 23.2 | 14.6 | 16.2 | 25.3 | 0.2009 | — | — | |
| tAdvSurrogate Model=ViT-B2023.05 | 10.9 | 12.4 | 14.4 | 17.8 | 29.6 | 21.2 | 17.7 | 19 | 12.5 | 16.4 | 25.4 | 0.1794 | — | — | |
| ColorFoolSurrogate Model=ViT-B2023.05 | 9.1 | 9.6 | 15.3 | 18 | 37.9 | 33.8 | 17.8 | 21.3 | 10.5 | 20.3 | 35 | 0.2078 | — | — | |
| ReColorAdvSurrogate Model=ViT-B2023.05 | 5.1 | 7 | 10 | 20 | 24.3 | 20 | 11.1 | 15.5 | 7.4 | 11.6 | 18.4 | 0.1367 | — | — | |
| ACESurrogate Model=ViT-B2023.05 | 4.9 | 5.9 | 11.1 | 12.6 | 28.1 | 24.9 | 12.4 | 15.4 | 7.6 | 11.6 | 21 | 0.1414 | — | — | |
| ADerSurrogate Model=ViT-B2023.05 | 2.9 | 3.6 | 6.9 | 10.4 | 27.5 | 18.1 | 10.1 | 12.1 | 5.6 | 6 | 9.7 | 0.1026 | — | — | |
| BSRSurrogate Model=RN502025.04 | 2.6 | 83.4 | — | 76.8 | 85.2 | 0.1 | — | — | — | — | — | — | 60.4 | 3 | |
| AdmixSurrogate Model=RN502025.04 | 2.4 | 78.6 | — | 76.9 | 81.4 | 0.7 | — | — | — | — | — | — | 68.9 | 5.7 | |
| SISurrogate Model=RN502025.04 | 2.1 | 78.8 | — | 75.1 | 80.7 | 0.4 | — | — | — | — | — | — | 61.8 | 9.4 | |
| ILMSurrogate Model=ViT-B2023.05 | 1.5 | 1.9 | 3.5 | 7.1 | 18.5 | 16.1 | 6.8 | 9.8 | 3 | 5.1 | 8.1 | 0.074 | — | — | |
| CleanSurrogate Model=ViT-B2023.05 | 1.2 | 1.8 | 3.2 | 6.2 | 17.6 | 15.4 | 6.8 | 8.9 | 2.6 | 4.1 | 6.7 | 0.0677 | — | — | |
| RDISurrogate Model=RN502025.04 | 0.8 | 71.3 | — | 58.8 | 75.8 | 0 | — | — | — | — | — | — | 39.6 | 0.8 | |
| ODISurrogate Model=RN502025.04 | 0.3 | 76.1 | — | 71.7 | 73.8 | 0.3 | — | — | — | — | — | — | 58.6 | 5.1 | |
| DISurrogate Model=RN502025.04 | 0.1 | 41.1 | — | 26.7 | 50.5 | 0 | — | — | — | — | — | — | 10.6 | 0 |