Image Classification on CIFAR-10 standard (test) (Adversarial Robustness: PGD-20, CW-20, AutoAttack)
87.02Avg Acc (Clean)FAALAT
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FAALATBase Model=TRADES-AWP, Fine-Tuning Epochs=2, Architecture=WRN-34-102024.02 | 87.02 | 76.3 | 52.54 | 35 | 51.7 | 34.4 | 49.87 | 30.6 | |
| FAALAT-AWPBase Model=TRADES-AWP, Fine-Tuning Epochs=2, Architecture=WRN-34-102024.02 | 86.75 | 74.8 | 57.14 | 43.4 | 55.34 | 40.1 | 53.93 | 37 | |
| FAALATBase Model=PGD-AT, Fine-Tuning Epochs=2, Architecture=WRN-34-102024.02 | 86.23 | 69.7 | 54 | 37.6 | 53.11 | 36.9 | 50.81 | 35.7 | |
| PGD-ATBase Model=PGD-AT, Fine-Tuning Epochs=-, Architecture=WRN-34-102024.02 | 86.07 | 69.7 | 55.9 | 29.9 | 54.29 | 28.3 | 52.46 | 24.4 | |
| FAALATBase Model=TRADES, Fine-Tuning Epochs=2, Architecture=WRN-34-102024.02 | 85.96 | 75 | 53.46 | 39.8 | 52.72 | 38.2 | 50.91 | 35.3 | |
| FAALAT-AWPBase Model=PGD-AT, Fine-Tuning Epochs=2, Architecture=WRN-34-102024.02 | 85.47 | 69.4 | 56.46 | 39.2 | 54.5 | 38.1 | 52.47 | 36.9 | |
| FAALAT-AWPBase Model=TRADES, Fine-Tuning Epochs=2, Architecture=WRN-34-102024.02 | 85.39 | 72.9 | 56.07 | 43.3 | 54.16 | 38.6 | 52.45 | 35.4 | |
| TRADES-AWPBase Model=TRADES-AWP, Fine-Tuning Epochs=-, Architecture=WRN-34-102024.02 | 85.35 | 67.9 | 59.2 | 28.8 | 57.14 | 26.5 | 56.18 | 25.8 | |
| FRL-RWRM0.07Base Model=TRADES, Fine-Tuning Epochs=80, Architecture=WRN-34-102024.02 | 85.19 | 70.9 | 53.76 | 39.2 | 52.92 | 36.8 | 51.3 | 34.6 | |
| FRL-RWRM0.07Base Model=PGD-AT, Fine-Tuning Epochs=80, Architecture=WRN-34-102024.02 | 85.12 | 71.6 | 52.56 | 37.1 | 51.92 | 35.5 | 49.6 | 31.7 | |
| TRADESBase Model=TRADES, Fine-Tuning Epochs=-, Architecture=WRN-34-102024.02 | 84.92 | 67 | 55.32 | 27.1 | 53.92 | 24.8 | 52.51 | 23.2 | |
| FRL-RWRM0.07Base Model=TRADES-AWP, Fine-Tuning Epochs=80, Architecture=WRN-34-102024.02 | 84.24 | 65.7 | 48.63 | 30.9 | 49.77 | 31.5 | 46.53 | 28.6 | |
| FRL-RWRM0.05Base Model=MART, Fine-Tuning Epochs=80, Architecture=WRN-34-102024.02 | 83.72 | 71.8 | 52.16 | 37.5 | 50.73 | 35 | 49.19 | 31.7 | |
| MARTBase Model=MART, Fine-Tuning Epochs=-, Architecture=WRN-34-102024.02 | 83.62 | 67.9 | 56.22 | 32.5 | 52.79 | 25.7 | 50.95 | 22 | |
| FAALATBase Model=MART, Fine-Tuning Epochs=2, Architecture=WRN-34-102024.02 | 83.49 | 68 | 51.65 | 37.8 | 50.36 | 37.1 | 48.63 | 34 | |
| FRL-RWRM0.05Base Model=PGD-AT, Fine-Tuning Epochs=80, Architecture=WRN-34-102024.02 | 83.25 | 74.8 | 50.37 | 38.1 | 49.77 | 36.6 | 46.97 | 33.1 | |
| FRL-RWRM0.05Base Model=TRADES, Fine-Tuning Epochs=80, Architecture=WRN-34-102024.02 | 82.9 | 72.7 | 53.16 | 40.6 | 51.39 | 36.3 | 49.97 | 35.4 | |
| FRL-RWRM0.05Base Model=TRADES-AWP, Fine-Tuning Epochs=80, Architecture=WRN-34-102024.02 | 82.31 | 65.9 | 49.9 | 31.7 | 49.68 | 34 | 46.5 | 27.7 | |
| FAALAT-AWPBase Model=MART, Fine-Tuning Epochs=2, Architecture=WRN-34-102024.02 | 82.17 | 64 | 54.31 | 39.5 | 51.72 | 37.7 | 50.31 | 36.4 | |
| FRL-RWRM0.07Base Model=MART, Fine-Tuning Epochs=80, Architecture=WRN-34-102024.02 | 82.09 | 71.8 | 50.86 | 36 | 49.78 | 33 | 47.78 | 30.3 |