Image Classification on TinyImageNet (Certified Accuracy Metrics)
36.2Clean Accuracyl2
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| l2Perturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.10 | 36.2 | 2.9 | 30.6 | 23.5 | 2.9 | |
| CURE-RandomPerturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.10 | 30.5 | 25.9 | 28.2 | 23.5 | 23.5 | |
| CURE-JointPerturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.10 | 30.2 | 20 | 25.9 | 18.8 | 18.8 | |
| CURE-ScratchPerturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.10 | 29.7 | 23.5 | 26.5 | 22.4 | 22.4 | |
| CURE-MaxPerturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.10 | 29.6 | 21.8 | 23.5 | 18.2 | 18.2 | |
| l_infinityPerturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.10 | 28.3 | 19.4 | 19.4 | 12.9 | 12.9 | |
| CURE-FinetunePerturbation Budget (epsilon_inf, epsilon_2, epsilon_1)=(1/255, 36/255, 72/255)2024.10 | 28.1 | 21.2 | 21.8 | 18.2 | 16.6 |