Robust Image Classification on FashionMNIST (test)
11.41ErrorA5/RC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| A5/RCepsilon_A=0.1, epsilon_D=0.32023.05 | 11.41 | 15.53 | — | |
| l_inf-dist Net+MLP2023.05 | 12.09 | 20.77 | — | |
| A5/Repsilon_A=0.1, epsilon_D=0.32023.05 | 14.27 | 15.75 | — | |
| CROWN-IBPimplementation=Ours, epsilon_D=0.12023.05 | 15.11 | 22.92 | — | |
| CROWN-IBPsource=From [41]2023.05 | 15.69 | 21.99 | — | |
| ERANAbstract Domain=DeepPoly, Perturbation Radius (epsilon_linf)=0.00893, Number of test points=1002026.03 | — | — | 53 | |
| FP (Ours)Arithmetic Assumption=Floating-Point, Perturbation Radius (epsilon_l2)=0.25, Number of test points=10,000, Method Variant=Hybrid pre-deployment method2026.03 | — | — | 78.94 | |
| Real (Ours)Arithmetic Assumption=Real, Perturbation Radius (epsilon_l2)=0.25, Number of test points=10,0002026.03 | — | — | 79.54 |