Adversarial Robustness on GTSRB (test)
74FGSM AccuracyFGSM-Neuro-Symbolic
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FGSM-Neuro-Symbolicepsilon (ε)=0.5, Data Augmentation=None2026.01 | 74 | 25 | |
| Puzzle-MixData Augmentation=Yes2026.01 | 67.9 | 44.2 | |
| PGD-Neuro-Symbolicepsilon (ε)=0.03, Data Augmentation=None2026.01 | 65.75 | 56 | |
| DeepAugmentData Augmentation=Yes2026.01 | 65.1 | 42.2 | |
| FGSM-Neuro-Symbolicepsilon (ε)=0.03, Data Augmentation=None2026.01 | 63.1 | 42.68 | |
| CutMixData Augmentation=Yes2026.01 | 62.6 | 40.1 | |
| AugMixData Augmentation=Yes2026.01 | 61.7 | 39.8 | |
| RVT-S*Data Augmentation=Yes2026.01 | 51.2 | 32.9 | |
| RVT-SData Augmentation=None2026.01 | 46.1 | 25.3 | |
| RVT-Ti*Data Augmentation=Yes2026.01 | 38.9 | 20.7 | |
| RVT-TiData Augmentation=None2026.01 | 31.5 | 13.9 | |
| T2T-ViT-t-14Data Augmentation=None2026.01 | 21.7 | 4.9 | |
| PVT-SmallData Augmentation=None2026.01 | 21.4 | 2.4 | |
| TNT-SData Augmentation=None2026.01 | 21.2 | 6.8 | |
| Swin-TData Augmentation=None2026.01 | 20.2 | 7.8 | |
| TNT-TData Augmentation=None2026.01 | 10.9 | 3.9 | |
| PVT-TinyData Augmentation=None2026.01 | 10.8 | 2 | |
| T2T-ViT-t-10Data Augmentation=None2026.01 | 10.2 | 0.4 |