Selective Image Classification on CIFAR-10 standard (test)
4.73Clean AUGRCIKL-AT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| IKL-ATBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=NeurIPS’242026.07 | 4.73 | 12.14 | 8.43 | |
| IKL-ATBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=NeurIPS’242026.07 | 4.65 | 12.27 | 8.46 | |
| AT-AWPBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=NeurIPS’202026.07 | 4.37 | 12.45 | 8.41 | |
| TRADES-EMFFBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=TPAMI’252026.07 | 4.25 | 14.52 | 9.38 | |
| TRADESBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=ICML’192026.07 | 4.06 | 15.64 | 9.85 | |
| AT-AWPBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=NeurIPS’202026.07 | 3.94 | 12.3 | 8.12 | |
| TRADES-AWPBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=NeurIPS’202026.07 | 3.9 | 13 | 8.45 | |
| TRADESBackbone=WRN-34-10, Data Augmentation=Basic, Venue=ICML’192026.07 | 3.83 | 12.82 | 8.32 | |
| AT-AWPBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=NeurIPS’202026.07 | 3.83 | 12.69 | 8.26 | |
| IKL-ATBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=NeurIPS’242026.07 | 3.79 | 11.64 | 7.72 | |
| TRADES-EMFFBackbone=WRN-34-10, Data Augmentation=Basic, Venue=TPAMI’252026.07 | 3.67 | 14.03 | 8.85 | |
| TRADES-AWPBackbone=WRN-34-10, Data Augmentation=Basic, Venue=NeurIPS’202026.07 | 3.58 | 11.26 | 7.42 | |
| TRADES-AWPBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=NeurIPS’202026.07 | 3.57 | 11.17 | 7.37 | |
| ATBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=ICML’182026.07 | 3.51 | 12.35 | 7.93 | |
| IKL-ATBackbone=WRN-34-10, Data Augmentation=Basic, Venue=NeurIPS’242026.07 | 3.48 | 11.27 | 7.38 | |
| TRADESBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=ICML’192026.07 | 3.32 | 12.46 | 7.89 | |
| TRADES-AWPBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=NeurIPS’202026.07 | 3.31 | 11.61 | 7.46 | |
| ATBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=ICML’182026.07 | 3.27 | 13.24 | 8.25 | |
| ATBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=ICML’182026.07 | 3.09 | 12.2 | 7.64 | |
| TRADESBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=ICML’192026.07 | 2.99 | 12.78 | 7.88 | |
| AT-AWPBackbone=WRN-34-10, Data Augmentation=Basic, Venue=NeurIPS’202026.07 | 2.96 | 11.64 | 7.3 | |
| TRADES-EMFFBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=TPAMI’252026.07 | 2.85 | 13.1 | 7.98 | |
| ATBackbone=WRN-34-10, Data Augmentation=Basic, Venue=ICML’182026.07 | 2.79 | 12.32 | 7.56 | |
| EV-ATBackbone=WRN-34-10, Data Augmentation=AugMix, Venue=-2026.07 | 2.78 | 10.73 | 6.75 | |
| EV-ATBackbone=WRN-34-10, Data Augmentation=Cutout, Venue=-2026.07 | 2.64 | 10.42 | 6.53 | |
| TRADES-EMFFBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=TPAMI’252026.07 | 2.47 | 13.18 | 7.83 | |
| EV-ATBackbone=WRN-34-10, Data Augmentation=AutoAug, Venue=-2026.07 | 2.24 | 10.43 | 6.34 | |
| EV-ATBackbone=WRN-34-10, Data Augmentation=Basic, Venue=-2026.07 | 2.2 | 10.7 | 6.45 |