Image Classification on MNIST (test) (Adversarial Robustness Error Metrics)
69Clean ErrorA5/R
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| A5/Repsilon_A=0.3, epsilon_D=0.05, epsilon=0.02023.05 | 69 | 100 | 100 | |
| A5/Repsilon_A=0.3, epsilon_D=0.10, epsilon=0.02023.05 | 71 | 100 | 100 | |
| A5/Repsilon_A=0.3, epsilon_D=0.20, epsilon=0.02023.05 | 72 | 100 | 100 | |
| A5/Repsilon_A=0.3, epsilon_D=0.30, epsilon=0.02023.05 | 75 | 100 | 100 | |
| A5/Repsilon_A=0.1, epsilon_D=0.10, epsilon=0.02023.05 | 81 | 82.87 | 100 | |
| A5/Repsilon_A=0.1, epsilon_D=0.05, epsilon=0.02023.05 | 82 | 85.5 | 100 | |
| A5/Repsilon_A=0.3, epsilon_D=0.40, epsilon=0.02023.05 | 83 | 100 | 100 | |
| A5/Repsilon_A=0.1, epsilon_D=0.40, epsilon=0.12023.05 | 87 | 1.05 | 1.35 | |
| A5/Repsilon_A=0.1, epsilon_D=0.20, epsilon=0.02023.05 | 88 | 78.48 | 100 | |
| A5/Repsilon_A=0.1, epsilon_D=0.30, epsilon=0.12023.05 | 91 | 1.16 | 1.54 | |
| A5/Repsilon_A=0.3, epsilon_D=0.10, epsilon=0.12023.05 | 91 | 95.09 | 100 | |
| A5/Repsilon_A=0.3, epsilon_D=0.20, epsilon=0.12023.05 | 92 | 90.13 | 100 | |
| A5/Repsilon_A=0.1, epsilon_D=0.20, epsilon=0.12023.05 | 93 | 1.33 | 1.77 | |
| A5/Repsilon_A=0.3, epsilon_D=0.30, epsilon=0.12023.05 | 93 | 85.54 | 100 | |
| A5/Repsilon_A=0.3, epsilon_D=0.05, epsilon=0.12023.05 | 94 | 96.93 | 100 | |
| A5/Repsilon_A=0.1, epsilon_D=0.05, epsilon=0.12023.05 | 95 | 1.71 | 3.58 | |
| A5/Repsilon_A=0.3, epsilon_D=0.40, epsilon=0.12023.05 | 96 | 82.48 | 100 | |
| A5/Repsilon_A=0.1, epsilon_D=0.30, epsilon=0.02023.05 | 99 | 75.89 | 100 | |
| A5/Repsilon_A=0.1, epsilon_D=0.10, epsilon=0.12023.05 | 100 | 1.48 | 2.54 | |
| A5/Repsilon_A=0.1, epsilon_D=0.40, epsilon=0.02023.05 | 104 | 75.69 | 100 | |
| A5/Repsilon_A=0.1, epsilon_D=0.30, epsilon=0.22023.05 | 114 | 1.31 | 1.36 | |
| A5/Repsilon_A=0.1, epsilon_D=0.40, epsilon=0.22023.05 | 114 | 1.27 | 1.33 | |
| A5/Repsilon_A=0.1, epsilon_D=0.10, epsilon=0.22023.05 | 119 | 1.62 | 1.73 | |
| A5/Repsilon_A=0.1, epsilon_D=0.20, epsilon=0.22023.05 | 120 | 1.42 | 1.52 | |
| A5/Repsilon_A=0.1, epsilon_D=0.40, epsilon=0.32023.05 | 124 | 1.43 | 1.46 | |
| A5/Repsilon_A=0.1, epsilon_D=0.30, epsilon=0.32023.05 | 126 | 1.43 | 1.47 | |
| A5/Repsilon_A=0.3, epsilon_D=0.40, epsilon=0.32023.05 | 129 | 1.69 | 1.83 | |
| A5/Repsilon_A=0.1, epsilon_D=0.05, epsilon=0.22023.05 | 130 | 1.82 | 2.02 | |
| A5/Repsilon_A=0.1, epsilon_D=0.20, epsilon=0.32023.05 | 131 | 1.53 | 1.59 | |
| A5/Repsilon_A=0.3, epsilon_D=0.30, epsilon=0.32023.05 | 132 | 1.86 | 1.99 | |
| A5/Repsilon_A=0.3, epsilon_D=0.05, epsilon=0.22023.05 | 133 | 99.11 | 100 | |
| A5/Repsilon_A=0.3, epsilon_D=0.10, epsilon=0.22023.05 | 133 | 98.47 | 100 | |
| A5/Repsilon_A=0.3, epsilon_D=0.30, epsilon=0.22023.05 | 135 | 93.36 | 100 | |
| A5/Repsilon_A=0.3, epsilon_D=0.40, epsilon=0.22023.05 | 136 | 92.15 | 100 | |
| A5/Repsilon_A=0.3, epsilon_D=0.20, epsilon=0.22023.05 | 137 | 96.08 | 100 | |
| A5/Repsilon_A=0.3, epsilon_D=0.10, epsilon=0.32023.05 | 138 | 3.86 | 4.81 | |
| A5/Repsilon_A=0.1, epsilon_D=0.05, epsilon=0.32023.05 | 140 | 1.86 | 2.03 | |
| A5/Repsilon_A=0.1, epsilon_D=0.10, epsilon=0.32023.05 | 140 | 1.68 | 1.74 | |
| A5/Repsilon_A=0.3, epsilon_D=0.05, epsilon=0.32023.05 | 141 | 5.13 | 6.91 | |
| A5/Repsilon_A=0.3, epsilon_D=0.20, epsilon=0.32023.05 | 141 | 2.26 | 2.63 | |
| A5/Repsilon_A=0.1, epsilon_D=0.30, epsilon=0.42023.05 | 220 | 2.42 | 2.43 | |
| A5/Repsilon_A=0.1, epsilon_D=0.40, epsilon=0.42023.05 | 222 | 2.41 | 2.43 | |
| A5/Repsilon_A=0.1, epsilon_D=0.20, epsilon=0.42023.05 | 226 | 2.55 | 2.57 | |
| A5/Repsilon_A=0.3, epsilon_D=0.40, epsilon=0.42023.05 | 235 | 2.67 | 2.69 | |
| A5/Repsilon_A=0.3, epsilon_D=0.30, epsilon=0.42023.05 | 237 | 2.86 | 2.88 | |
| A5/Repsilon_A=0.1, epsilon_D=0.10, epsilon=0.42023.05 | 238 | 2.77 | 2.79 | |
| A5/Repsilon_A=0.1, epsilon_D=0.05, epsilon=0.42023.05 | 243 | 2.96 | 2.97 | |
| A5/Repsilon_A=0.3, epsilon_D=0.10, epsilon=0.42023.05 | 255 | 4.71 | 4.83 | |
| A5/Repsilon_A=0.3, epsilon_D=0.20, epsilon=0.42023.05 | 255 | 3.33 | 3.4 | |
| A5/Repsilon_A=0.3, epsilon_D=0.05, epsilon=0.42023.05 | 258 | 5.77 | 6.09 |