Object Detection on Standard Person Detection Dataset
94.79Clean AccuracyASD + AT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ASD + ATDetector=FCOS, Training=Adversarial Training, Attack Setting=Adaptive2026.04 | 94.79 | 77.52 | 49.02 | 66.6 | 31.77 | 56.23 | |
| NAPGuard + ATDetector=FCOS, Training=Adversarial Training, Attack Setting=Adaptive2026.04 | 94.54 | 64.62 | 10.34 | 28 | 18.57 | 30.38 | |
| APE + ATDetector=FCOS, Training=Adversarial Training, Attack Setting=Adaptive2026.04 | 94.23 | 58.85 | 27.39 | 33.1 | 18.47 | 34.45 | |
| l∞-ATDetector=FCOS, Training=Adversarial Training, Attack Setting=Adaptive2026.04 | 93.87 | 30.54 | 7.17 | 30.07 | 18.33 | 21.53 | |
| SAC + ATDetector=FCOS, Training=Adversarial Training, Attack Setting=Adaptive2026.04 | 93.87 | 30.97 | 7.36 | 26.89 | 19.29 | 21.13 | |
| IDBD + ATDetector=FCOS, Training=Adversarial Training, Attack Setting=Adaptive2026.04 | 93.65 | 29.08 | 6.97 | 27.27 | 17.82 | 20.28 | |
| LGS + ATDetector=FCOS, Training=Adversarial Training, Attack Setting=Adaptive2026.04 | 93.56 | 41.89 | 13.3 | 44.03 | 23.59 | 30.7 | |
| Jedi + ATDetector=FCOS, Training=Adversarial Training, Attack Setting=Adaptive2026.04 | 90.35 | 37.2 | 18.16 | 21.52 | 9.48 | 21.59 | |
| FD-JPEG + ATDetector=FCOS, Training=Adversarial Training, Attack Setting=Adaptive2026.04 | 88.64 | 28.62 | 6.16 | 26.55 | 16.28 | 19.4 | |
| SAC + ATDetector=YOLOv8, Adversarial Training=true, Attack Setting=Adaptive2026.04 | 66.26 | 38.16 | 22.2 | 52.89 | 52.68 | 41.48 | |
| l∞-ATDetector=YOLOv8, Adversarial Training=true, Attack Setting=Adaptive2026.04 | 66.25 | 38.32 | 43.5 | 57.39 | 51.42 | 47.66 | |
| IDBD + ATDetector=YOLOv8, Adversarial Training=true, Attack Setting=Adaptive2026.04 | 66.18 | 36.22 | 20.51 | 58.45 | 53.01 | 42.05 | |
| APE + ATDetector=YOLOv8, Adversarial Training=true, Attack Setting=Adaptive2026.04 | 65.86 | 43.61 | 25.43 | 58.03 | 52.05 | 44.78 | |
| NAPGuard + ATDetector=YOLOv8, Adversarial Training=true, Attack Setting=Adaptive2026.04 | 65.05 | 48.82 | 25.86 | 56.13 | 53.34 | 46.04 | |
| ASD + ATDetector=YOLOv8, Adversarial Training=true, Attack Setting=Adaptive2026.04 | 64.7 | 60.49 | 50.38 | 67.29 | 53.07 | 57.81 | |
| LGS + ATDetector=YOLOv8, Adversarial Training=true, Attack Setting=Adaptive2026.04 | 62 | 47.93 | 37.58 | 66.64 | 60.42 | 53.14 | |
| FD-JPEG + ATDetector=YOLOv8, Adversarial Training=true, Attack Setting=Adaptive2026.04 | 58.73 | 34.13 | 19.97 | 52.06 | 46.13 | 38.07 | |
| Jedi + ATDetector=YOLOv8, Adversarial Training=true, Attack Setting=Adaptive2026.04 | 49.27 | 43.67 | 25.89 | 55.06 | 55.38 | 45 |