Image Classification on CIFAR-10 (test) (Adversarial Robustness - PGD 100 & Auto Attack)
91.17Clean AccuracyMixACM (w/o Mixup)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MixACM (w/o Mixup)Model=WRN-34-10, Extra B.P. Steps=false2021.11 | 91.17 | 49.53 | 47.38 | |
| MixACM (w/ Mixup)Model=WRN-34-10, Extra B.P. Steps=false2021.11 | 90.76 | 56.65 | 53.93 | |
| RKDModel=WRN-34-10, Extra B.P. Steps=false2021.11 | 89.38 | 0.21 | 0 | |
| IGAMModel=WRN-34-10, Extra B.P. Steps=false2021.11 | 88.7 | 43 | — | |
| LATModel=WRN-34-10, Extra B.P. Steps=true2021.11 | 87.8 | 53.04 | 49.12 | |
| YOPOModel=WRN-34-10, Extra B.P. Steps=true2021.11 | 87.2 | 47.98 | 44.83 | |
| ATModel=WRN-34-10, Extra B.P. Steps=true2021.11 | 87.14 | 47.04 | 44.04 | |
| Adv. PretrainingModel=WRN-28-10, Extra B.P. Steps=true2021.11 | 87.1 | 57.4 | 54.92 | |
| BOT TRADESModel=WRN-34-20, Extra B.P. Steps=true2021.11 | 86.43 | 54.39 | 54.39 | |
| TLAModel=WRN-34-10, Extra B.P. Steps=true2021.11 | 86.21 | 50.03 | 47.41 | |
| Free ATModel=WRN-34-10, Extra B.P. Steps=true2021.11 | 86.11 | 46.19 | 41.47 | |
| AWPModel=WRN-34-10, Extra B.P. Steps=true2021.11 | 85.36 | 59.12 | 56.17 | |
| OverfittingModel=WRN-34-20, Extra B.P. Steps=true2021.11 | 85.34 | 58 | 53.42 | |
| TRADESModel=WRN-34-10, Extra B.P. Steps=true2021.11 | 84.92 | 56.43 | 53.08 | |
| FATModel=WRN-34-10, Extra B.P. Steps=true2021.11 | 84.52 | 54.36 | 53.51 | |
| MARTModel=WRN-34-10, Extra B.P. Steps=true2021.11 | 83.07 | 55.57 | — |