Object Detection on INRIA Person Rendered Images (test)
96.12AP50 (Clean)ASD + AT
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ASD + ATBackbone=Faster R-CNN [42], Attack Setting=Adaptive2026.04 | 96.12 | 88 | 62.04 | 70.08 | 54.64 | 93.23 | 94.66 | 77.11 | |
| NAPGuard + ATBackbone=Faster R-CNN [42], Attack Setting=Adaptive2026.04 | 96.07 | 82.13 | 36.84 | 27.57 | 41.31 | 93.52 | 94.47 | 62.64 | |
| APE + ATBackbone=Faster R-CNN [42], Attack Setting=Adaptive2026.04 | 95.99 | 58.28 | 41.96 | 35.64 | 41.98 | 94.01 | 94.09 | 60.99 | |
| l∞-ATBackbone=Faster R-CNN [42], Attack Setting=Adaptive2026.04 | 95.96 | 55.46 | 9.59 | 29.08 | 39.59 | 93.31 | 94.38 | 53.57 | |
| SAC + ATBackbone=Faster R-CNN [42], Attack Setting=Adaptive2026.04 | 95.96 | 55.46 | 9.01 | 26.05 | 40.98 | 93.21 | 94.5 | 53.2 | |
| IDBD + ATBackbone=Faster R-CNN [42], Attack Setting=Adaptive2026.04 | 95.28 | 48.24 | 8.48 | 35.8 | 32.55 | 92.25 | 93.07 | 51.73 | |
| LGS + ATBackbone=Faster R-CNN [42], Attack Setting=Adaptive2026.04 | 95.04 | 63.27 | 35.41 | 44.63 | 44.1 | 93.09 | 93.41 | 62.32 | |
| Jedi + ATBackbone=Faster R-CNN [42], Attack Setting=Adaptive2026.04 | 91.16 | 72.04 | 30.17 | 28.59 | 40.65 | 91.62 | 92.4 | 59.25 | |
| FD-JPEG + ATBackbone=Faster R-CNN [42], Attack Setting=Adaptive2026.04 | 89.92 | 52.59 | 8.04 | 25.98 | 39.17 | 84.44 | 84.22 | 49.07 |