| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Traffic Sign dataset | Ours | Recall97.33 | 45 | 4mo ago | |
| GTSRB | SwitchPatch | Balanced Accuracy (BA)100 | 10 | 2mo ago | |
| Customized Traffic Sign Dataset | GAN-based single-stage defense strategy | Defense Time (ms)0.08 | 8 | 4mo ago | |
| Traffic Signs | Elytra Sequence Two | Clean Accuracy99.57 | 6 | 4mo ago | |
| GTSRB Physical 30km/h Speed Limit Sign (30cm POV display) (test) | POV display attack (ResNet-50) | ASR (5m)16.69 | 4 | 26d ago | |
| GTSRB Physical Stop Sign (30cm POV display) (test) | POV display attack (ResNet-50) | ASR (5m)100 | 4 | 26d ago | |
| Physical world traffic sign GSL (test) | Ours | Accuracy (Raw)55.56 | 3 | 5mo ago | |
| Physical world traffic sign NE (test) | Ours | Accuracy (Raw)100 | 3 | 5mo ago | |
| Physical world traffic sign SL (test) | Ours | Accuracy (Raw)55.56 | 3 | 5mo ago |
