Image Classification on MNIST (test) (Adversarial Robustness: Autoattack & Certified Error)
61Clean ErrorA5/RC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.4, epsilon_A=0.1, Data Augmentation=true2023.05 | 61 | 68 | 88 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.1, epsilon_A=0.1, Data Augmentation=true2023.05 | 69 | 80 | 105 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.2, epsilon_A=0.2, Data Augmentation=true2023.05 | 69 | 76 | 110 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.4, epsilon_A=0.3, Data Augmentation=true2023.05 | 69 | 76 | 110 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.1, epsilon_A=0.3, Data Augmentation=true2023.05 | 72 | 80 | 103 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.4, epsilon_A=0.1, Data Augmentation=true2023.05 | 72 | 80 | 103 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.3, epsilon_A=0.3, Data Augmentation=true2023.05 | 75 | 82 | 106 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.05, epsilon_A=0.1, Data Augmentation=true2023.05 | 77 | 95 | 140 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.1, epsilon_A=0.2, Data Augmentation=true2023.05 | 79 | 88 | 121 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.3, epsilon_A=0.3, Data Augmentation=true2023.05 | 79 | 88 | 121 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.3, epsilon_A=0.1, Data Augmentation=true2023.05 | 84 | 94 | 125 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.3, epsilon_A=0.1, Data Augmentation=true2023.05 | 84 | 96 | 138 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.05, epsilon_A=0.2, Data Augmentation=true2023.05 | 86 | 103 | 142 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.4, epsilon_A=0.4, Data Augmentation=true2023.05 | 87 | 114 | 150 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.2, epsilon_A=0.4, Data Augmentation=true2023.05 | 88 | 110 | 154 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.3, epsilon_A=0.2, Data Augmentation=true2023.05 | 91 | 99 | 116 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.4, epsilon_A=0.2, Data Augmentation=true2023.05 | 91 | 114 | 168 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.4, epsilon_A=0.2, Data Augmentation=true2023.05 | 93 | 99 | 118 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.3, epsilon_A=0.2, Data Augmentation=true2023.05 | 94 | 115 | 159 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.2, epsilon_A=0.3, Data Augmentation=true2023.05 | 96 | 107 | 133 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.2, epsilon_A=0.1, Data Augmentation=true2023.05 | 99 | 116 | 156 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.1, epsilon_A=0.3, Data Augmentation=true2023.05 | 100 | 138 | 235 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.3, epsilon_A=0.4, Data Augmentation=true2023.05 | 100 | 112 | 143 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.4, epsilon_A=0.3, Data Augmentation=true2023.05 | 100 | 114 | 136 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.4, epsilon_A=0.4, Data Augmentation=true2023.05 | 100 | 103 | 130 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.3, epsilon_A=0.4, Data Augmentation=true2023.05 | 107 | 139 | 190 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.1, epsilon_A=0.4, Data Augmentation=true2023.05 | 113 | 131 | 172 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.05, epsilon_A=0.3, Data Augmentation=true2023.05 | 114 | 154 | 229 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.05, epsilon_A=0.3, Data Augmentation=true2023.05 | 116 | 161 | 246 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.2, epsilon_A=0.2, Data Augmentation=true2023.05 | 128 | 282 | 401 | |
| A5/RCepsilon_A_C=0.1, epsilon_X_R=0.1, epsilon_D=0.05, epsilon_A=0.4, Data Augmentation=true2023.05 | 137 | 172 | 233 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.2, epsilon_A=0.3, Data Augmentation=true2023.05 | 140 | 242 | 362 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.2, epsilon_A=0.1, Data Augmentation=true2023.05 | 168 | 311 | 479 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.2, epsilon_A=0.4, Data Augmentation=true2023.05 | 188 | 353 | 490 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.1, epsilon_A=0.1, Data Augmentation=true2023.05 | 207 | 566 | 756 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.1, epsilon_A=0.2, Data Augmentation=true2023.05 | 235 | 618 | 807 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.1, epsilon_A=0.4, Data Augmentation=true2023.05 | 235 | 631 | 793 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.05, epsilon_A=0.1, Data Augmentation=true2023.05 | 257 | 835 | 1,086 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.05, epsilon_A=0.2, Data Augmentation=true2023.05 | 342 | 951 | 1,172 | |
| A5/RCepsilon_A_C=0.3, epsilon_X_R=0.3, epsilon_D=0.05, epsilon_A=0.4, Data Augmentation=true2023.05 | 800 | 1,805 | 1,977 |