Image Classification on Tiny-ImageNet (Adversarial Robustness Suite)
60.26Clean AccuracyOriginal Attack
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Original AttackQuantization level=INT82026.06 | 60.26 | — | — | — | — | — | — | — | — | 99.69 | |
| TRADESModel=ResNet-342026.06 | 51 | 1 | 10.4 | 11.8 | 28.1 | 4.7 | 12.9 | 10.7 | 11.4 | — | |
| TaFDModel=ResNet-342026.06 | 49.3 | 6.3 | 19.8 | 5.8 | 26.9 | 3.2 | 17.1 | 6.2 | 12.2 | — | |
| Adaptive AttackQuantization level=INT82026.06 | 47.81 | — | — | — | — | — | — | — | — | 96.31 | |
| TaFDModel=MobileViT-XS2026.06 | 47.4 | 7.5 | 21.5 | 16.4 | 29.2 | 6.5 | 23 | 15.3 | 17.1 | — | |
| FACEModel=ResNet-342026.06 | 47.3 | 0 | 0 | 0.4 | 0.3 | 18 | 0.4 | 0.4 | 2.8 | — | |
| TRADESModel=MobileViT-XS2026.06 | 45.8 | 1 | 15.4 | 7.5 | 23.9 | 2.7 | 14.7 | 6.7 | 10.3 | — | |
| FACEModel=MobileViT-XS2026.06 | 45.5 | 0 | 0.2 | 0.5 | 18.1 | 0.3 | 0.5 | 0.4 | 2.9 | — | |
| Mean-ATModel=ResNet-342026.06 | 45.1 | 3.6 | 20 | 12.1 | 25.2 | 4.6 | 18.6 | 10.1 | 13.5 | — | |
| MNGModel=ResNet-342026.06 | 43.5 | 4.4 | 19.9 | 13.7 | 25.3 | 5.3 | 19.2 | 11 | 14.1 | — | |
| Mean-ATModel=MobileViT-XS2026.06 | 40.4 | 4.4 | 20.7 | 6.8 | 21.6 | 2.6 | 17.3 | 5.7 | 11.3 | — | |
| QVecQuantization level=INT82026.06 | 39.7 | — | — | — | — | — | — | — | — | 5.48 | |
| DATModel=ResNet-342026.06 | 39.3 | 0.2 | 5.4 | 13 | 24.6 | 6.5 | 11.8 | 12.3 | 10.5 | — | |
| MNGModel=MobileViT-XS2026.06 | 38.4 | 4.2 | 20.4 | 7.7 | 21.3 | 3.6 | 16.8 | 6.4 | 11.5 | — | |
| GBNModel=ResNet-342026.06 | 36.3 | 0 | 0 | 3.9 | 15.4 | 1.2 | 0.9 | 3.7 | 3.6 | — | |
| RAMPModel=MobileViT-XS2026.06 | 32 | 9.9 | 13.3 | 0.8 | 8 | 0.4 | 14.2 | 0.9 | 6.8 | — | |
| RAMPModel=ResNet-342026.06 | 30.5 | 11.7 | 17.5 | 1.6 | 12.8 | 1 | 18.5 | 2 | 9.3 | — | |
| DATModel=MobileViT-XS2026.06 | 27 | 5 | 15.4 | 3.5 | 13.8 | 1.6 | 12.4 | 3.2 | 7.8 | — | |
| PUATModel=ResNet-342026.06 | 2 | 0.4 | 1.1 | 0.3 | 1.1 | 0.5 | 1 | 0.4 | 0.7 | — | |
| GBNModel=MobileViT-XS2026.06 | 1.9 | 0 | 0 | 0 | 0.5 | 0 | 0 | 0 | 0.1 | — | |
| PUATModel=MobileViT-XS2026.06 | 0.9 | 0.6 | 0.7 | 0.5 | 0.6 | 0.5 | 0.6 | 0.5 | 0.6 | — |