Object Detection on Inria and rendered datasets (test)
96.34Clean AP50ASD
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ASDDefense=ASD, Attack Setting=Adaptive, Backbone=Faster R-CNN2026.04 | 96.34 | 58.78 | 60.16 | 15.86 | 4.71 | 34.88 | |
| NoneDefense=None, Attack Setting=Adaptive, Backbone=Faster R-CNN2026.04 | 96.21 | 36.99 | 8.93 | 0.21 | 0.32 | 11.61 | |
| SACDefense=SAC, Attack Setting=Adaptive, Backbone=Faster R-CNN2026.04 | 96.21 | 57.72 | 35.53 | 0.25 | 0.67 | 23.54 | |
| APEDefense=APE, Attack Setting=Adaptive, Backbone=Faster R-CNN2026.04 | 96.17 | 47.96 | 25.38 | 0.8 | 0.26 | 18.6 | |
| NAPGuardDefense=NAPGuard, Attack Setting=Adaptive, Backbone=Faster R-CNN2026.04 | 96.1 | 47 | 10.86 | 2.17 | 0.43 | 15.12 | |
| LGSDefense=LGS, Attack Setting=Adaptive, Backbone=Faster R-CNN2026.04 | 95.93 | 24.76 | 3.51 | 3.91 | 4.25 | 9.11 | |
| IDBDDefense=IDBD, Attack Setting=Adaptive, Backbone=Faster R-CNN2026.04 | 95.09 | 42.99 | 8.28 | 2.13 | 0.34 | 13.44 | |
| JediDefense=Jedi, Attack Setting=Adaptive, Backbone=Faster R-CNN2026.04 | 92.67 | 64.4 | 27.36 | 2.3 | 0.7 | 23.69 | |
| FD-JPEGDefense=FD-JPEG, Attack Setting=Adaptive, Backbone=Faster R-CNN2026.04 | 90.34 | 30.84 | 6.66 | 0.15 | 0.38 | 9.51 |