Image Classification on CIFAR-10 (test) (PGD-50-10 Robustness)
92.86Clean AccuracyRS-FGSM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RS-FGSMepsilon (epsilon * 255)=2, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 92.86 | 80.91 | |
| ZeroGradepsilon (epsilon * 255)=2, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 92.62 | 81.41 | |
| GradAlignepsilon (epsilon * 255)=2, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 92.54 | 81.32 | |
| N-FGSMepsilon (epsilon * 255)=2, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 92.49 | 81.42 | |
| lp-FGSMepsilon (epsilon * 255)=2, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 91.12 | 80.84 | |
| RS-FGSMepsilon (epsilon * 255)=4, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 90.74 | 68.24 | |
| ZeroGradepsilon (epsilon * 255)=4, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 90.21 | 69.21 | |
| GradAlignepsilon (epsilon * 255)=4, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 89.93 | 69.8 | |
| N-FGSMepsilon (epsilon * 255)=4, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 89.64 | 69.1 | |
| RS-FGSMepsilon (epsilon * 255)=6, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 88.25 | 57.24 | |
| lp-FGSMepsilon (epsilon * 255)=4, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 88.07 | 69.62 | |
| GradAlignepsilon (epsilon * 255)=6, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 86.94 | 59.14 | |
| ZeroGradepsilon (epsilon * 255)=6, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 86.11 | 58.44 | |
| N-FGSMepsilon (epsilon * 255)=6, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 85.74 | 58.26 | |
| ZeroGradepsilon (epsilon * 255)=8, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 84.16 | 48.32 | |
| RS-FGSMepsilon (epsilon * 255)=8, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 83.61 | 0 | |
| lp-FGSMepsilon (epsilon * 255)=6, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 83.23 | 59.24 | |
| RS-FGSMepsilon (epsilon * 255)=10, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 82.17 | 0 | |
| GradAlignepsilon (epsilon * 255)=8, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 82.16 | 50.12 | |
| lp-FGSMepsilon (epsilon * 255)=8, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 81.67 | 51.31 | |
| N-FGSMepsilon (epsilon * 255)=8, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 81.64 | 49.51 | |
| ZeroGradepsilon (epsilon * 255)=10, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 81.29 | 36.18 | |
| GradAlignepsilon (epsilon * 255)=10, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 79.42 | 41.42 | |
| ZeroGradepsilon (epsilon * 255)=12, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 79.33 | 28.26 | |
| RS-FGSMepsilon (epsilon * 255)=12, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 78.64 | 0 | |
| ZeroGradepsilon (epsilon * 255)=14, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 78.18 | 18.56 | |
| N-FGSMepsilon (epsilon * 255)=10, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 76.94 | 42.39 | |
| lp-FGSMepsilon (epsilon * 255)=10, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 76.61 | 45.87 | |
| ZeroGradepsilon (epsilon * 255)=16, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 75.43 | 14.66 | |
| GradAlignepsilon (epsilon * 255)=12, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 73.72 | 35.16 | |
| RS-FGSMepsilon (epsilon * 255)=14, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 73.27 | 0 | |
| lp-FGSMepsilon (epsilon * 255)=12, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 72.84 | 41.09 | |
| N-FGSMepsilon (epsilon * 255)=12, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 72.18 | 36.82 | |
| RS-FGSMepsilon (epsilon * 255)=16, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 68.68 | 0 | |
| N-FGSMepsilon (epsilon * 255)=14, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 67.86 | 31.68 | |
| lp-FGSMepsilon (epsilon * 255)=14, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 66.58 | 38.65 | |
| GradAlignepsilon (epsilon * 255)=14, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 66.41 | 30.85 | |
| lp-FGSMepsilon (epsilon * 255)=16, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 63.84 | 37.16 | |
| GradAlignepsilon (epsilon * 255)=16, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 57.88 | 26.24 | |
| N-FGSMepsilon (epsilon * 255)=16, Backbone=WRN-28-10, Evaluation Protocol=PGD-50-102025.05 | 56.75 | 25.11 |