Image Classification on CIFAR-100 WRN34-10 (test)
78.89SA Success RateNatural Training
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Natural TrainingStep=-, Architecture=WRN34-102026.01 | 78.89 | 0.04 | 0.01 | 0 | 0 | 4.9 | |
| GATStep=1, Architecture=WRN34-102026.01 | 65.71 | 25.92 | 25.05 | 24.32 | 22.44 | 9.93 | |
| FGSM-RSStep=1, Architecture=WRN34-102026.01 | 62.48 | 26.8 | 25.46 | 24.7 | 23.25 | 5.97 | |
| FGSM-PGI(MEP)Step=1, Architecture=WRN34-102026.01 | 61.95 | 30.3 | 29.26 | 28.2 | 25.8 | 5.86 | |
| TRADESStep=10, Architecture=WRN34-102026.01 | 61.14 | 31.55 | 31.16 | 30.62 | 27.17 | 40.54 | |
| FGSM-UAPStep=1, Architecture=WRN34-102026.01 | 61 | 29.49 | 28.55 | 27.68 | 24.87 | 7.52 | |
| FGSM-CKPTStep=1, Architecture=WRN34-102026.01 | 60.66 | 8.89 | 7.25 | 5.31 | 3.16 | 8.21 | |
| FGSM-GAStep=1, Architecture=WRN34-102026.01 | 60.44 | 27.48 | 26.45 | 25.78 | 23.92 | 20.7 | |
| FGSM-PGI(MEP) + QUB-decreasingStep=1, Architecture=WRN34-102026.01 | 59.22 | 30.38 | 29.43 | 28.77 | 26.2 | 8.29 | |
| FGSM-UAP + QUB-decreasingStep=1, Architecture=WRN34-102026.01 | 59.19 | 29.97 | 29.39 | 28.85 | 26.03 | 9.91 | |
| N-FGSMStep=1, Architecture=WRN34-102026.01 | 58.85 | 29.08 | 28.36 | 27.84 | 25.34 | 3.48 | |
| PGD ATStep=10, Architecture=WRN34-102026.01 | 58.56 | 29.95 | 29.37 | 28.98 | 25.7 | 24.2 | |
| ELLE-AStep=1, Architecture=WRN34-102026.01 | 55.24 | 29.63 | 29.71 | 29.28 | 22.92 | 8.5 | |
| ELLE-A + QUB-decreasingStep=1, Architecture=WRN34-102026.01 | 54.02 | 26.43 | 26.12 | 25.48 | 18.64 | 9.96 | |
| FGSM-GA + QUB-decreasingStep=1, Architecture=WRN34-102026.01 | 53.6 | 30.16 | 29.64 | 29.13 | 25.85 | 23.87 | |
| N-FGSM + QUB-decreasingStep=1, Architecture=WRN34-102026.01 | 53.1 | 30.88 | 30.49 | 30.15 | 26.41 | 5.04 | |
| PGD AT + QUB-decreasingStep=10, Architecture=WRN34-102026.01 | 52.98 | 31.41 | 31.11 | 30.85 | 27.2 | 26.63 | |
| FGSM-CKPT + QUB-decreasingStep=1, Architecture=WRN34-102026.01 | 51.82 | 18.95 | 18.02 | 17.4 | 15.79 | 11.26 | |
| NuATStep=1, Architecture=WRN34-102026.01 | 49.43 | 20.45 | 18.44 | 16.41 | 16.94 | 9.53 | |
| Free-ATStep=1, Architecture=WRN34-102026.01 | 48.74 | 21.82 | 21.38 | 21 | 18.45 | 2.15 | |
| Free-AT + QUB-decreasingStep=1, Architecture=WRN34-102026.01 | 44.13 | 24.7 | 24.4 | 23.92 | 21.01 | 4.28 | |
| FGSM-RS + QUB-decreasingStep=1, Architecture=WRN34-102026.01 | 38.24 | 19.54 | 19.42 | 19.26 | 15.86 | 7.44 |