SAR Image Classification on MSTAR publicly released
99.45AccuracyRandomized Smoothing
Evaluation results
| Method | Links | |
|---|---|---|
| Randomized SmoothingAttack Type=No Attack, sigma=0.0022026.05 | 99.45 | |
| Semantic SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.002, Number of Novel Views=102026.05 | 95.81 | |
| Semantic SmoothingAttack Type=PGD, Attack Strength=epsilon=0.001, Number of Novel Views=102026.05 | 95.45 | |
| Semantic SmoothingAttack Type=No Attack, Number of Novel Views=102026.05 | 94.72 | |
| Semantic SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.001, Number of Novel Views=102026.05 | 94.72 | |
| Semantic SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.005, Number of Novel Views=102026.05 | 94.36 | |
| Semantic SmoothingAttack Type=PGD, Attack Strength=epsilon=0.002, Number of Novel Views=102026.05 | 94.18 | |
| Semantic SmoothingAttack Type=PGD, Attack Strength=epsilon=0.005, Number of Novel Views=102026.05 | 94.18 | |
| Semantic SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.001, Number of Novel Views=52026.05 | 92.9 | |
| Semantic SmoothingAttack Type=SMGAA, Attack Strength=3 scatters, Number of Novel Views=102026.05 | 92.72 | |
| Semantic SmoothingAttack Type=PGD, Attack Strength=epsilon=0.002, Number of Novel Views=52026.05 | 92.54 | |
| Semantic SmoothingAttack Type=No Attack, Number of Novel Views=52026.05 | 92.36 | |
| Semantic SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.002, Number of Novel Views=52026.05 | 92.18 | |
| Semantic SmoothingAttack Type=PGD, Attack Strength=epsilon=0.005, Number of Novel Views=52026.05 | 91.81 | |
| Semantic SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.005, Number of Novel Views=52026.05 | 91.63 | |
| Semantic SmoothingAttack Type=SMGAA, Attack Strength=1 scatter, Number of Novel Views=102026.05 | 91.63 | |
| Semantic SmoothingAttack Type=SMGAA, Attack Strength=2 scatters, Number of Novel Views=102026.05 | 91.45 | |
| Semantic SmoothingAttack Type=PGD, Attack Strength=epsilon=0.001, Number of Novel Views=52026.05 | 90.9 | |
| Semantic SmoothingAttack Type=OTSA, Attack Strength=1 scatter, Number of Novel Views=102026.05 | 90.9 | |
| Semantic SmoothingAttack Type=SMGAA, Attack Strength=2 scatters, Number of Novel Views=52026.05 | 90.54 | |
| No DefenseAttack Type=No Attack, Attack Strength=N/A2026.05 | 90 | |
| Semantic SmoothingAttack Type=OTSA, Attack Strength=2 scatters, Number of Novel Views=102026.05 | 88 | |
| Semantic SmoothingAttack Type=OTSA, Attack Strength=1 scatter, Number of Novel Views=52026.05 | 87.45 | |
| Semantic SmoothingAttack Type=OTSA, Attack Strength=2 scatters, Number of Novel Views=52026.05 | 86.72 | |
| Semantic SmoothingAttack Type=SMGAA, Attack Strength=1 scatter, Number of Novel Views=52026.05 | 86 | |
| Semantic SmoothingAttack Type=SMGAA, Attack Strength=3 scatters, Number of Novel Views=52026.05 | 86 | |
| Semantic SmoothingAttack Type=OTSA, Attack Strength=3 scatters, Number of Novel Views=102026.05 | 85.63 | |
| Semantic SmoothingAttack Type=No Attack, Number of Novel Views=12026.05 | 85.09 | |
| Semantic SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.001, Number of Novel Views=12026.05 | 84.72 | |
| Semantic SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.002, Number of Novel Views=12026.05 | 84.72 | |
| Semantic SmoothingAttack Type=PGD, Attack Strength=epsilon=0.002, Number of Novel Views=12026.05 | 84.72 | |
| Semantic SmoothingAttack Type=OTSA, Attack Strength=3 scatters, Number of Novel Views=52026.05 | 84.54 | |
| Semantic SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.005, Number of Novel Views=12026.05 | 83.45 | |
| Semantic SmoothingAttack Type=PGD, Attack Strength=epsilon=0.001, Number of Novel Views=12026.05 | 82.9 | |
| Semantic SmoothingAttack Type=OTSA, Attack Strength=1 scatter, Number of Novel Views=12026.05 | 82.45 | |
| Semantic SmoothingAttack Type=PGD, Attack Strength=epsilon=0.005, Number of Novel Views=12026.05 | 82.36 | |
| Semantic SmoothingAttack Type=SMGAA, Attack Strength=1 scatter, Number of Novel Views=12026.05 | 81.45 | |
| Semantic SmoothingAttack Type=SMGAA, Attack Strength=3 scatters, Number of Novel Views=12026.05 | 81.09 | |
| Semantic SmoothingAttack Type=SMGAA, Attack Strength=2 scatters, Number of Novel Views=12026.05 | 80.72 | |
| Semantic SmoothingAttack Type=OTSA, Attack Strength=2 scatters, Number of Novel Views=12026.05 | 80.18 | |
| Semantic SmoothingAttack Type=OTSA, Attack Strength=3 scatters, Number of Novel Views=12026.05 | 75.27 | |
| Randomized SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.001, sigma=0.0022026.05 | 64.18 | |
| Randomized SmoothingAttack Type=OTSA, Attack Strength=1 scatter, sigma=0.0022026.05 | 62.91 | |
| Randomized SmoothingAttack Type=SMGAA, Attack Strength=1 scatter, sigma=0.0022026.05 | 60.27 | |
| Randomized SmoothingAttack Type=PGD, Attack Strength=epsilon=0.001, sigma=0.0022026.05 | 59.63 | |
| No DefenseAttack Type=OTSA, Attack Strength=1 scatter2026.05 | 59.19 | |
| No DefenseAttack Type=FGSM, Attack Strength=epsilon=0.0012026.05 | 57.58 | |
| No DefenseAttack Type=SMGAA, Attack Strength=1 scatter2026.05 | 53.94 | |
| No DefenseAttack Type=PGD, Attack Strength=epsilon=0.0012026.05 | 44.04 | |
| Randomized SmoothingAttack Type=OTSA, Attack Strength=2 scatters, sigma=0.0022026.05 | 33.82 | |
| No DefenseAttack Type=OTSA, Attack Strength=2 scatters2026.05 | 33.54 | |
| No DefenseAttack Type=SMGAA, Attack Strength=2 scatters2026.05 | 31.52 | |
| No DefenseAttack Type=OTSA, Attack Strength=3 scatters2026.05 | 30.51 | |
| Randomized SmoothingAttack Type=No Attack, sigma=0.012026.05 | 28.91 | |
| Randomized SmoothingAttack Type=SMGAA, Attack Strength=2 scatters, sigma=0.0022026.05 | 28.73 | |
| No DefenseAttack Type=SMGAA, Attack Strength=3 scatters2026.05 | 27.68 | |
| Randomized SmoothingAttack Type=OTSA, Attack Strength=3 scatters, sigma=0.0022026.05 | 27.64 | |
| Randomized SmoothingAttack Type=PGD, Attack Strength=epsilon=0.001, sigma=0.012026.05 | 24.06 | |
| Randomized SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.001, sigma=0.012026.05 | 23.64 | |
| Randomized SmoothingAttack Type=SMGAA, Attack Strength=3 scatters, sigma=0.0022026.05 | 23.27 | |
| Randomized SmoothingAttack Type=PGD, Attack Strength=epsilon=0.002, sigma=0.022026.05 | 20.91 | |
| Randomized SmoothingAttack Type=PGD, Attack Strength=epsilon=0.005, sigma=0.022026.05 | 20.55 | |
| Randomized SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.002, sigma=0.022026.05 | 20.54 | |
| Randomized SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.002, sigma=0.012026.05 | 20.36 | |
| Randomized SmoothingAttack Type=PGD, Attack Strength=epsilon=0.001, sigma=0.022026.05 | 20.36 | |
| Randomized SmoothingAttack Type=PGD, Attack Strength=epsilon=0.002, sigma=0.012026.05 | 20.36 | |
| Randomized SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.001, sigma=0.022026.05 | 20.18 | |
| Randomized SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.005, sigma=0.022026.05 | 20.09 | |
| Randomized SmoothingAttack Type=No Attack, sigma=0.022026.05 | 20 | |
| Randomized SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.002, sigma=0.0022026.05 | 18.54 | |
| No DefenseAttack Type=FGSM, Attack Strength=epsilon=0.0022026.05 | 18.18 | |
| Randomized SmoothingAttack Type=SMGAA, Attack Strength=1 scatter, sigma=0.022026.05 | 17.82 | |
| Randomized SmoothingAttack Type=OTSA, Attack Strength=1 scatter, sigma=0.022026.05 | 17.36 | |
| Randomized SmoothingAttack Type=SMGAA, Attack Strength=2 scatters, sigma=0.022026.05 | 17.09 | |
| Randomized SmoothingAttack Type=OTSA, Attack Strength=2 scatters, sigma=0.022026.05 | 16.55 | |
| Randomized SmoothingAttack Type=SMGAA, Attack Strength=3 scatters, sigma=0.022026.05 | 16.36 | |
| Randomized SmoothingAttack Type=OTSA, Attack Strength=3 scatters, sigma=0.022026.05 | 16.18 | |
| Randomized SmoothingAttack Type=OTSA, Attack Strength=1 scatter, sigma=0.012026.05 | 14.18 | |
| Randomized SmoothingAttack Type=SMGAA, Attack Strength=1 scatter, sigma=0.012026.05 | 12.18 | |
| Randomized SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.005, sigma=0.012026.05 | 12 | |
| Randomized SmoothingAttack Type=PGD, Attack Strength=epsilon=0.002, sigma=0.0022026.05 | 11.45 | |
| Randomized SmoothingAttack Type=PGD, Attack Strength=epsilon=0.005, sigma=0.012026.05 | 10.91 | |
| Randomized SmoothingAttack Type=OTSA, Attack Strength=2 scatters, sigma=0.012026.05 | 9.09 | |
| Randomized SmoothingAttack Type=SMGAA, Attack Strength=2 scatters, sigma=0.012026.05 | 8.55 | |
| Randomized SmoothingAttack Type=OTSA, Attack Strength=3 scatters, sigma=0.012026.05 | 7.09 | |
| No DefenseAttack Type=PGD, Attack Strength=epsilon=0.0022026.05 | 7.07 | |
| Randomized SmoothingAttack Type=SMGAA, Attack Strength=3 scatters, sigma=0.012026.05 | 6 | |
| Randomized SmoothingAttack Type=FGSM, Attack Strength=epsilon=0.005, sigma=0.0022026.05 | 0.54 | |
| No DefenseAttack Type=FGSM, Attack Strength=epsilon=0.0052026.05 | 0.2 | |
| No DefenseAttack Type=PGD, Attack Strength=epsilon=0.0052026.05 | 0 | |
| Randomized SmoothingAttack Type=PGD, Attack Strength=epsilon=0.005, sigma=0.0022026.05 | 0 |