Physical Adversarial Attack on UAV Reconnaissance Video Dataset
93.34ASRVFACamou
Evaluation Results
| Method | Links | |
|---|---|---|
| VFACamouVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.3, Confidence Threshold (tau_conf)=0.52026.06 | 93.34 | |
| VFACamouVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.5, Confidence Threshold (tau_conf)=0.52026.06 | 93.18 | |
| VFACamouVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.01, Confidence Threshold (tau_conf)=0.52026.06 | 93.1 | |
| VFACamouVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.1, Confidence Threshold (tau_conf)=0.52026.06 | 93.02 | |
| VFACamouVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.3, Confidence Threshold (tau_conf)=0.52026.06 | 68.76 | |
| VFACamouVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.1, Confidence Threshold (tau_conf)=0.52026.06 | 66.86 | |
| VFACamouVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.5, Confidence Threshold (tau_conf)=0.52026.06 | 66.84 | |
| VFACamouVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.01, Confidence Threshold (tau_conf)=0.52026.06 | 66.82 | |
| AdvTextureVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.5, Confidence Threshold (tau_conf)=0.52026.06 | 62.2 | |
| UV-AttackVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.1, Confidence Threshold (tau_conf)=0.52026.06 | 58.36 | |
| UV-AttackVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.01, Confidence Threshold (tau_conf)=0.52026.06 | 58.12 | |
| UV-AttackVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.5, Confidence Threshold (tau_conf)=0.52026.06 | 57.58 | |
| UV-AttackVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.3, Confidence Threshold (tau_conf)=0.52026.06 | 57.5 | |
| UV-AttackVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.5, Confidence Threshold (tau_conf)=0.52026.06 | 46.6 | |
| UV-AttackVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.3, Confidence Threshold (tau_conf)=0.52026.06 | 45.42 | |
| UV-AttackVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.01, Confidence Threshold (tau_conf)=0.52026.06 | 43.96 | |
| UV-AttackVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.1, Confidence Threshold (tau_conf)=0.52026.06 | 43.28 | |
| AdvTextureVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.3, Confidence Threshold (tau_conf)=0.52026.06 | 37.22 | |
| AdvYoloVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.5, Confidence Threshold (tau_conf)=0.52026.06 | 30.42 | |
| AdvYoloVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.01, Confidence Threshold (tau_conf)=0.52026.06 | 29.38 | |
| AdvYoloVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.3, Confidence Threshold (tau_conf)=0.52026.06 | 29.38 | |
| AdvYoloVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.1, Confidence Threshold (tau_conf)=0.52026.06 | 28.38 | |
| AdvTextureVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.01, Confidence Threshold (tau_conf)=0.52026.06 | 28.06 | |
| AdvTextureVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.3, Confidence Threshold (tau_conf)=0.52026.06 | 27.78 | |
| AdvTextureVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.5, Confidence Threshold (tau_conf)=0.52026.06 | 26.76 | |
| AdvTextureVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.1, Confidence Threshold (tau_conf)=0.52026.06 | 26.58 | |
| AdvTextureVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.1, Confidence Threshold (tau_conf)=0.52026.06 | 12.08 | |
| AdvCamouVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.5, Confidence Threshold (tau_conf)=0.52026.06 | 12.08 | |
| AdvCamouVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.3, Confidence Threshold (tau_conf)=0.52026.06 | 12.04 | |
| AdvCamouVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.01, Confidence Threshold (tau_conf)=0.52026.06 | 11.74 | |
| AdvCamouVictim Model=YOLOv8, IoU Threshold (tau_IoU)=0.1, Confidence Threshold (tau_conf)=0.52026.06 | 11.36 | |
| AdvTextureVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.01, Confidence Threshold (tau_conf)=0.52026.06 | 8.12 | |
| AdvCamouVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.5, Confidence Threshold (tau_conf)=0.52026.06 | 3.68 | |
| AdvCamouVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.01, Confidence Threshold (tau_conf)=0.52026.06 | 3.64 | |
| AdvCamouVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.1, Confidence Threshold (tau_conf)=0.52026.06 | 3.64 | |
| AdvYoloVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.3, Confidence Threshold (tau_conf)=0.52026.06 | 3.5 | |
| AdvCamouVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.3, Confidence Threshold (tau_conf)=0.52026.06 | 3.5 | |
| AdvYoloVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.5, Confidence Threshold (tau_conf)=0.52026.06 | 2.72 | |
| AdvYoloVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.01, Confidence Threshold (tau_conf)=0.52026.06 | 2.7 | |
| AdvYoloVictim Model=Faster R-CNN, IoU Threshold (tau_IoU)=0.1, Confidence Threshold (tau_conf)=0.52026.06 | 2.7 |