Traffic Sign Classification on Traffic Signs
99.57Clean AccuracyElytra Sequence Two
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Elytra Sequence TwoBackbone=Swin, Sequence=AutoAttack → FGSM → Patch Square → PGD → Patch Circle2025.05 | 99.57 | 99.37 | 99.24 | 99.21 | 99.38 | 98.98 | |
| Elytra Sequence OneBackbone=Swin, Sequence=Patch Circle → PGD → Patch Square → FGSM → AutoAttack2025.05 | 99.56 | 99.31 | 99.31 | 98.79 | 99.18 | 99.12 | |
| Elytra Sequence TwoBackbone=ViT, Sequence=AutoAttack → FGSM → Patch Square → PGD → Patch Circle2025.05 | 99.46 | 98.68 | 98.94 | 98.68 | 99.22 | 98.24 | |
| Elytra Sequence OneBackbone=ViT, Sequence=Patch Circle → PGD → Patch Square → FGSM → AutoAttack2025.05 | 99.42 | 98.71 | 98.82 | 98.7 | 99.18 | 98.37 | |
| BaselineBackbone=ViT2025.05 | 97.74 | 89.76 | 77.61 | 89.14 | 94.33 | 73.65 | |
| BaselineBackbone=Swin2025.05 | 97.68 | 92.88 | 89.01 | 76.32 | 84.48 | 83.37 |