Adversarial Robustness on CIFAR100 1000 images (val)
70.25Clean AccSA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SATarget Model=Cui et al. [54], Query budget=500, Threat model=l_inf, Epsilon=8/2552021.11 | 70.25 | 48.9 | |
| SATarget Model=Cui et al. [54], Query budget=1000, Threat model=l_inf, Epsilon=8/2552021.11 | 70.25 | 42.3 | |
| SATarget Model=Cui et al. [54], Query budget=2500, Threat model=l_inf, Epsilon=8/2552021.11 | 70.25 | 33.6 | |
| SATarget Model=Cui et al. [54], Query budget=5000, Threat model=l_inf, Epsilon=8/2552021.11 | 70.25 | 30.5 | |
| AATarget Model=Cui et al. [54], Query budget=500, Threat model=l_inf, Epsilon=8/2552021.11 | 70.25 | 47.5 | |
| AATarget Model=Cui et al. [54], Query budget=1000, Threat model=l_inf, Epsilon=8/2552021.11 | 70.25 | 42.8 | |
| AATarget Model=Cui et al. [54], Query budget=2500, Threat model=l_inf, Epsilon=8/2552021.11 | 70.25 | 35.9 | |
| AATarget Model=Cui et al. [54], Query budget=5000, Threat model=l_inf, Epsilon=8/2552021.11 | 70.25 | 32.5 | |
| MSATarget Model=Cui et al. [54], Query budget=500, Threat model=l_inf, Epsilon=8/2552021.11 | 70.25 | 42.6 | |
| MSATarget Model=Cui et al. [54], Query budget=1000, Threat model=l_inf, Epsilon=8/2552021.11 | 70.25 | 37.8 | |
| MSATarget Model=Cui et al. [54], Query budget=2500, Threat model=l_inf, Epsilon=8/2552021.11 | 70.25 | 32.5 | |
| MSATarget Model=Cui et al. [54], Query budget=5000, Threat model=l_inf, Epsilon=8/2552021.11 | 70.25 | 30.1 | |
| SATarget Model=Wu et al. [53], Query budget=500, Threat model=l_inf, Epsilon=8/2552021.11 | 60.38 | 43.3 | |
| SATarget Model=Wu et al. [53], Query budget=1000, Threat model=l_inf, Epsilon=8/2552021.11 | 60.38 | 38.7 | |
| SATarget Model=Wu et al. [53], Query budget=2500, Threat model=l_inf, Epsilon=8/2552021.11 | 60.38 | 33.9 | |
| SATarget Model=Wu et al. [53], Query budget=5000, Threat model=l_inf, Epsilon=8/2552021.11 | 60.38 | 32.3 | |
| AATarget Model=Wu et al. [53], Query budget=500, Threat model=l_inf, Epsilon=8/2552021.11 | 60.38 | 41.3 | |
| AATarget Model=Wu et al. [53], Query budget=1000, Threat model=l_inf, Epsilon=8/2552021.11 | 60.38 | 37.6 | |
| AATarget Model=Wu et al. [53], Query budget=2500, Threat model=l_inf, Epsilon=8/2552021.11 | 60.38 | 35 | |
| AATarget Model=Wu et al. [53], Query budget=5000, Threat model=l_inf, Epsilon=8/2552021.11 | 60.38 | 32.7 | |
| MSATarget Model=Wu et al. [53], Query budget=500, Threat model=l_inf, Epsilon=8/2552021.11 | 60.38 | 37.8 | |
| MSATarget Model=Wu et al. [53], Query budget=1000, Threat model=l_inf, Epsilon=8/2552021.11 | 60.38 | 35.5 | |
| MSATarget Model=Wu et al. [53], Query budget=2500, Threat model=l_inf, Epsilon=8/2552021.11 | 60.38 | 33.1 | |
| MSATarget Model=Wu et al. [53], Query budget=5000, Threat model=l_inf, Epsilon=8/2552021.11 | 60.38 | 32.2 |