Image Classification on CIFAR-10 Corr.
81.37AccuracyTRADES-EMFF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TRADES-EMFFData Augmentation Strategy=AutoAug, Backbone=WRN-34-10, Threat Model=l_infinity, Venue=TPAMI'252026.07 | 81.37 | 6.12 | 4.6 | 81.1 | |
| EV-ATData Augmentation Strategy=AutoAug, Backbone=WRN-34-10, Threat Model=l_infinity2026.07 | 81.12 | 5.6 | 4.32 | 83.43 | |
| EV-ATData Augmentation Strategy=AugMix, Backbone=WRN-34-10, Threat Model=l_infinity2026.07 | 80.81 | 6.43 | 4.73 | 81.35 | |
| EV-ATData Augmentation Strategy=Basic, Backbone=WRN-34-10, Threat Model=l_infinity2026.07 | 79.91 | 5.97 | 4.58 | 84.06 | |
| EV-ATData Augmentation Strategy=Cutout, Backbone=WRN-34-10, Threat Model=l_infinity2026.07 | 78.84 | 7.16 | 5.32 | 81.55 | |
| TRADES-AWPData Augmentation Strategy=Basic, Backbone=WRN-34-10, Threat Model=l_infinity, Venue=NeurIPS'202026.07 | 76.57 | 9.03 | 6.49 | 79.13 |