Image Classification on ImageNet 1k (test) (Robustness Metrics)
84.06Clean AccuracyShapePuri
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ShapePuriAttacks=AutoAttack, Classifiers=ConvNeXt-L, Domain=Hybrid2026.02 | 84.06 | 81.64 | |
| Without defenseAttacks=targeted PGD-40, Classifiers=ResNet-152, Domain=Without defense2026.02 | 82.33 | 0.04 | |
| ShapePuriAttacks=targeted PGD-40, Classifiers=ResNet-152, Domain=Hybrid2026.02 | 80.73 | 79.02 | |
| Without defenseAttacks=untargeted PGD-100, Classifiers=ResNet-50, Domain=Without defense2026.02 | 80.55 | 0.01 | |
| Without defenseAttacks=AutoAttack, Classifiers=ResNet-50, Domain=Without defense2026.02 | 80.55 | 0 | |
| OSCPAttacks=targeted PGD-40, Classifiers=ResNet-152, Domain=Hybrid2026.02 | 79.81 | 78.78 | |
| ShapePuriAttacks=untargeted PGD-100, Classifiers=ResNet-101, Domain=Hybrid2026.02 | 79.47 | 76.43 | |
| GDMPAttacks=targeted PGD-40, Classifiers=ResNet-152, Domain=Adversarial Purification2026.02 | 78.1 | 77.86 | |
| MeanSparseAttacks=AutoAttack, Classifiers=ConvNeXt-L, Domain=Adversarial Training2026.02 | 77.96 | 59.64 | |
| OSCPAttacks=untargeted PGD-100, Classifiers=ResNet-50, Domain=Hybrid2026.02 | 77.63 | 73.89 | |
| OSCPAttacks=AutoAttack, Classifiers=ResNet-50, Domain=Hybrid2026.02 | 77.63 | 74.19 | |
| Singh et al.Attacks=AutoAttack, Classifiers=ConvNeXt-L, Domain=Adversarial Training2026.02 | 77 | 57.7 | |
| DiffPureAttacks=AutoAttack, Classifiers=ResNet-50, Domain=Adversarial Purification2026.02 | 75.77 | 73.02 | |
| GDMPAttacks=untargeted PGD-100, Classifiers=ResNet-50, Domain=Adversarial Purification2026.02 | 73.53 | 72.97 |