| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Traffic Sign dataset | Ours | Recall97.33 | 45 | 3mo ago | |
| GTSRB | SwitchPatch | Balanced Accuracy (BA)100 | 10 | 15d ago | |
| Customized Traffic Sign Dataset | GAN-based single-stage defense strategy | Defense Time (ms)0.08 | 8 | 3mo ago | |
| Traffic Signs | Elytra Sequence Two | Clean Accuracy99.57 | 6 | 2mo ago | |
| Physical world traffic sign GSL (test) | Ours | Accuracy (Raw)55.56 | 3 | 3mo ago | |
| Physical world traffic sign NE (test) | Ours | Accuracy (Raw)100 | 3 | 3mo ago | |
| Physical world traffic sign SL (test) | Ours | Accuracy (Raw)55.56 | 3 | 3mo ago |
