Image Classification on CIFAR-10-C standard (test)
81.37Corruption AccuracyTRADES-EMFF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TRADES-EMFFBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=TPAMI’252026.07 | 81.37 | — | |
| EV-ATBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=-2026.07 | 81.12 | — | |
| EV-ATBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=-2026.07 | 80.81 | — | |
| EV-ATBackbone=WRN-34-10, Data Augmentation=Basic, Venue=-2026.07 | 79.91 | — | |
| TRADESBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=ICML’192026.07 | 79.59 | — | |
| TRADES-AWPBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=NeurIPS’202026.07 | 79.44 | — | |
| EV-ATBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=-2026.07 | 78.84 | — | |
| IKL-ATBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=NeurIPS’242026.07 | 78.16 | — | |
| TRADES-EMFFBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=TPAMI’252026.07 | 78.09 | — | |
| TRADES-AWPBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=NeurIPS’202026.07 | 78.01 | — | |
| TRADESBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=ICML’192026.07 | 77.33 | — | |
| TRADESBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=ICML’192026.07 | 76.97 | — | |
| ATBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=ICML’182026.07 | 76.93 | — | |
| TRADES-EMFFBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=TPAMI’252026.07 | 76.84 | — | |
| TRADES-AWPBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=NeurIPS’202026.07 | 76.71 | — | |
| IKL-ATBackbone=WRN-34-10, Data Augmentation=Basic, Venue=NeurIPS’242026.07 | 76.69 | — | |
| TRADES-AWPBackbone=WRN-34-10, Data Augmentation=Basic, Venue=NeurIPS’202026.07 | 76.57 | — | |
| IKL-ATBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=NeurIPS’242026.07 | 76.18 | — | |
| ATBackbone=WRN-34-10, Data Augmentation=Basic, Venue=ICML’182026.07 | 76.1 | — | |
| AT-AWPBackbone=WRN-34-10, Data Augmentation=Basic, Venue=NeurIPS’202026.07 | 76 | — | |
| TRADES-EMFFBackbone=WRN-34-10, Data Augmentation=Basic, Venue=TPAMI’252026.07 | 75.97 | — | |
| TRADESBackbone=WRN-34-10, Data Augmentation=Basic, Venue=ICML’192026.07 | 75.88 | — | |
| ATBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=ICML’182026.07 | 75.65 | — | |
| ATBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=ICML’182026.07 | 75.31 | — | |
| AT-AWPBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=NeurIPS’202026.07 | 75.17 | — | |
| AT-AWPBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=NeurIPS’202026.07 | 74.46 | — | |
| IKL-ATBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=NeurIPS’242026.07 | 74.28 | — | |
| AT-AWPBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=NeurIPS’202026.07 | 73.63 | — | |
| ATData Augmentation=Basic2026.07 | — | 5.58 | |
| ATData Augmentation=Cutout2026.07 | — | 6.05 | |
| ATData Augmentation=AutoAug2026.07 | — | 6.19 | |
| ATData Augmentation=AugMix2026.07 | — | 5.67 | |
| AT-AWPData Augmentation=Basic2026.07 | — | 6 | |
| AT-AWPData Augmentation=Cutout2026.07 | — | 7.16 | |
| AT-AWPData Augmentation=AutoAug2026.07 | — | 6.75 | |
| AT-AWPData Augmentation=AugMix2026.07 | — | 6.93 | |
| EV-ATData Augmentation=Basic2026.07 | — | 4.58 | |
| EV-ATData Augmentation=Cutout2026.07 | — | 5.32 | |
| EV-ATData Augmentation=AutoAug2026.07 | — | 4.32 | |
| EV-ATData Augmentation=AugMix2026.07 | — | 4.73 | |
| IKL-ATData Augmentation=Basic2026.07 | — | 6.4 | |
| IKL-ATData Augmentation=Cutout2026.07 | — | 8.06 | |
| IKL-ATData Augmentation=AutoAug2026.07 | — | 6.17 | |
| IKL-ATData Augmentation=AugMix2026.07 | — | 7.23 | |
| TRADESData Augmentation=Basic2026.07 | — | 6.9 | |
| TRADESData Augmentation=Cutout2026.07 | — | 6.13 | |
| TRADESData Augmentation=AutoAug2026.07 | — | 5.26 | |
| TRADESData Augmentation=AugMix2026.07 | — | 6.45 | |
| TRADES-AWPData Augmentation=Basic2026.07 | — | 6.49 | |
| TRADES-AWPData Augmentation=Cutout2026.07 | — | 6.65 | |
| TRADES-AWPData Augmentation=AutoAug2026.07 | — | 5.71 | |
| TRADES-AWPData Augmentation=AugMix2026.07 | — | 6.27 | |
| TRADES-EMFFData Augmentation=Basic2026.07 | — | 6.82 | |
| TRADES-EMFFData Augmentation=Cutout2026.07 | — | 5.68 | |
| TRADES-EMFFData Augmentation=AutoAug2026.07 | — | 4.6 | |
| TRADES-EMFFData Augmentation=AugMix2026.07 | — | 6.88 |