Image Classification on CIFAR-10 clean (test)
88.14Test AccuracyNCM
Evaluation Results
| Method | Links | |
|---|---|---|
| NCMImbalance Ratio=102021.08 | 88.14 | |
| ROLTImbalance Ratio=102021.08 | 87.87 | |
| ROLT-DRWImbalance Ratio=102021.08 | 87.87 | |
| BBNImbalance Ratio=102021.08 | 87.83 | |
| HAR-DRWImbalance Ratio=102021.08 | 87.81 | |
| ERM-DRWImbalance Ratio=102021.08 | 87.71 | |
| LDAM-DRWImbalance Ratio=102021.08 | 87.29 | |
| cRTImbalance Ratio=102021.08 | 86.78 | |
| ERMImbalance Ratio=102021.08 | 86.75 | |
| LDAMImbalance Ratio=102021.08 | 86.38 | |
| ATVenue=ICML'18, Backbone=PreActResNet18, Data Augmentation=AutoAug, Threat Model=l_inf2026.07 | 85.36 | |
| EV-ATBackbone=PreActResNet18, Data Augmentation=AutoAug, Threat Model=l_inf2026.07 | 84.4 | |
| EV-ATBackbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.07 | 84.16 | |
| TRADESVenue=ICML'19, Backbone=PreActResNet18, Data Augmentation=AutoAug, Threat Model=l_inf2026.07 | 84.07 | |
| ATVenue=ICML'18, Backbone=PreActResNet18, Data Augmentation=Cutout, Threat Model=l_inf2026.07 | 83.43 | |
| TRADESVenue=ICML'19, Backbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.07 | 82.98 | |
| EV-ATBackbone=PreActResNet18, Data Augmentation=Cutout, Threat Model=l_inf2026.07 | 82.86 | |
| TRADES-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=AutoAug, Threat Model=l_inf2026.07 | 82.85 | |
| EV-ATBackbone=PreActResNet18, Data Augmentation=AugMix, Threat Model=l_inf2026.07 | 82.83 | |
| NCMImbalance Ratio=502021.08 | 82.75 | |
| ROLT-DRWImbalance Ratio=502021.08 | 82.21 | |
| TRADESVenue=ICML'19, Backbone=PreActResNet18, Data Augmentation=Cutout, Threat Model=l_inf2026.07 | 82.02 | |
| TRADES-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.07 | 82.01 | |
| ATVenue=ICML'18, Backbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.07 | 81.85 | |
| TRADESVenue=ICML'19, Backbone=PreActResNet18, Data Augmentation=AugMix, Threat Model=l_inf2026.07 | 81.69 | |
| LDAM-DRWImbalance Ratio=502021.08 | 81.25 | |
| BBNImbalance Ratio=502021.08 | 81.19 | |
| TRADES-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=Cutout, Threat Model=l_inf2026.07 | 81.1 | |
| TRADES-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=AugMix, Threat Model=l_inf2026.07 | 81.1 | |
| AT-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.07 | 80.86 | |
| ATVenue=ICML'18, Backbone=PreActResNet18, Data Augmentation=AugMix, Threat Model=l_inf2026.07 | 80.75 | |
| ERM-DRWImbalance Ratio=502021.08 | 80.58 | |
| IKL-ATVenue=NeurIPS'24, Backbone=PreActResNet18, Data Augmentation=AutoAug, Threat Model=l_inf2026.07 | 80.43 | |
| IKL-ATVenue=NeurIPS'24, Backbone=PreActResNet18, Data Augmentation=Basic, Threat Model=l_inf2026.07 | 80.09 | |
| HAR-DRWImbalance Ratio=502021.08 | 79.82 | |
| ROLTImbalance Ratio=502021.08 | 79.79 | |
| ROLT-DRWImbalance Ratio=1002021.08 | 79.62 | |
| NCMImbalance Ratio=1002021.08 | 79.59 | |
| AT-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=AutoAug, Threat Model=l_inf2026.07 | 79.04 | |
| BBNImbalance Ratio=1002021.08 | 78.87 | |
| LDAM-DRWImbalance Ratio=1002021.08 | 78.78 | |
| IKL-ATVenue=NeurIPS'24, Backbone=PreActResNet18, Data Augmentation=AugMix, Threat Model=l_inf2026.07 | 78 | |
| AT-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=Cutout, Threat Model=l_inf2026.07 | 77.75 | |
| IKL-ATVenue=NeurIPS'24, Backbone=PreActResNet18, Data Augmentation=Cutout, Threat Model=l_inf2026.07 | 77.74 | |
| LDAMImbalance Ratio=502021.08 | 77.62 | |
| ERMImbalance Ratio=502021.08 | 77.38 | |
| cRTImbalance Ratio=502021.08 | 77.3 | |
| ROLTImbalance Ratio=1002021.08 | 76.49 | |
| ERM-DRWImbalance Ratio=1002021.08 | 76.33 | |
| HAR-DRWImbalance Ratio=1002021.08 | 75.99 | |
| AT-AWPVenue=NeurIPS'20, Backbone=PreActResNet18, Data Augmentation=AugMix, Threat Model=l_inf2026.07 | 75.45 | |
| LDAMImbalance Ratio=1002021.08 | 74.31 | |
| ERMImbalance Ratio=1002021.08 | 71.83 | |
| cRTImbalance Ratio=1002021.08 | 71.18 |