Image Classification on CIFAR-100 Clean standard (test)
69.64AccuracyEV-AT
Evaluation Results
| Method | Links | |
|---|---|---|
| EV-ATAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 69.64 | |
| IKL-ATAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 67.97 | |
| EV-ATAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 67.43 | |
| TRADES-AWPAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 66.81 | |
| EV-ATAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 66.04 | |
| EV-ATAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 65.79 | |
| IKL-ATAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 65.09 | |
| TRADES-EMFFAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 64.73 | |
| IKL-ATAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 64.56 | |
| IKL-ATAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 64.54 | |
| TRADESAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 64.34 | |
| TRADES-EMFFAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 62.94 | |
| TRADES-AWPAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 62.78 | |
| TRADES-EMFFAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 62.43 | |
| TRADES-EMFFAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 62.35 | |
| TRADES-AWPAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 62.31 | |
| AT-AWPAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 61.67 | |
| ATAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 61.24 | |
| TRADESAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 61.06 | |
| TRADES-AWPAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 60.99 | |
| TRADESAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 60.75 | |
| ATAugmentation=Basic, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 60.55 | |
| TRADESAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 60.11 | |
| ATAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 59.77 | |
| AT-AWPAugmentation=AutoAug, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 59.3 | |
| AT-AWPAugmentation=Cutout, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 58.16 | |
| ATAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 57.68 | |
| AT-AWPAugmentation=AugMix, Backbone=WRN-34-10, Threat Model=l-infinity2026.07 | 56.64 |