Object Detection on INRIA-Person
96.5mAP@0.5DISPATCH
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DISPATCHObject Detector=Faster RCNN, Attack Type=Clean2025.09 | 96.5 | 70.5 | |
| PADObject Detector=Faster RCNN, Attack Type=Clean2025.09 | 96.4 | 72.2 | |
| VanillaObject Detector=Faster RCNN, Attack Type=Clean2025.09 | 96.3 | 72.2 | |
| NutNetObject Detector=Faster RCNN, Attack Type=Clean2025.09 | 96 | 71.3 | |
| DISPATCHObject Detector=DETR, Attack Type=Clean2025.09 | 95.4 | 72.9 | |
| JediObject Detector=Faster RCNN, Attack Type=Clean2025.09 | 95.3 | 69.2 | |
| DISPATCHObject Detector=Overall, Attack Type=Clean2025.09 | 95.1 | 70.5 | |
| NutNetObject Detector=DETR, Attack Type=Clean2025.09 | 94.9 | 74 | |
| VanillaObject Detector=DETR, Attack Type=Clean2025.09 | 94.5 | 73.7 | |
| PADObject Detector=DETR, Attack Type=Clean2025.09 | 94.4 | 73.5 | |
| NutNetObject Detector=Overall, Attack Type=Clean2025.09 | 94.3 | 71.3 | |
| SACObject Detector=Faster RCNN, Attack Type=Clean2025.09 | 94.2 | 70.2 | |
| JediObject Detector=Overall, Attack Type=Clean2025.09 | 94.2 | 69.6 | |
| JediObject Detector=DETR, Attack Type=Clean2025.09 | 93.9 | 72.7 | |
| VanillaObject Detector=Overall, Attack Type=Clean2025.09 | 93.9 | 71.8 | |
| PADObject Detector=Overall, Attack Type=Clean2025.09 | 93.9 | 71.5 | |
| JediObject Detector=YOLOv3, Attack Type=Clean2025.09 | 93.5 | 66.8 | |
| DISPATCHObject Detector=YOLOv3, Attack Type=Clean2025.09 | 93.4 | 68 | |
| DISPATCHObject Detector=Faster RCNN, Attack Type=AdvPatch [12]2025.09 | 93.2 | 68.2 | |
| DISPATCHObject Detector=DETR, Attack Type=AdvPatch [12]2025.09 | 93.2 | 71.1 | |
| SACObject Detector=DETR, Attack Type=Clean2025.09 | 92.9 | 72.8 | |
| DISPATCHObject Detector=DETR, Attack Type=NatPatch [13]2025.09 | 92.5 | 70.2 | |
| SACObject Detector=Overall, Attack Type=Clean2025.09 | 92.4 | 70.1 | |
| NutNetObject Detector=YOLOv3, Attack Type=Clean2025.09 | 91.9 | 68.7 | |
| OSObject Detector=DETR, Attack Type=Clean2025.09 | 91.6 | 66.8 | |
| PADObject Detector=Faster RCNN, Attack Type=AdvPatch [12]2025.09 | 91.4 | 69.2 | |
| VanillaObject Detector=YOLOv3, Attack Type=Clean2025.09 | 91 | 69.5 | |
| PADObject Detector=YOLOv3, Attack Type=Clean2025.09 | 90.9 | 68.8 | |
| DISPATCHObject Detector=DETR, Attack Type=AdvTexture [14]2025.09 | 90.9 | 71.5 | |
| DISPATCHObject Detector=Faster RCNN, Attack Type=NatPatch [13]2025.09 | 90.6 | 65.4 | |
| JediObject Detector=DETR, Attack Type=NatPatch [13]2025.09 | 90.4 | 70.2 | |
| DISPATCHObject Detector=YOLOv3, Attack Type=AdvPatch [12]2025.09 | 90.3 | 64.9 | |
| PADObject Detector=Faster RCNN, Attack Type=NatPatch [13]2025.09 | 90.1 | 68.3 | |
| OSObject Detector=Overall, Attack Type=Clean2025.09 | 90.1 | 65.9 | |
| SACObject Detector=YOLOv3, Attack Type=Clean2025.09 | 90 | 67.2 | |
| NutNetObject Detector=DETR, Attack Type=NatPatch [13]2025.09 | 89.9 | 70.8 | |
| NutNetObject Detector=DETR, Attack Type=AdvTexture [14]2025.09 | 89.7 | 71.8 | |
| DISPATCHObject Detector=Overall, Attack Type=Under Attacks2025.09 | 89.3 | 66.7 | |
| JediObject Detector=YOLOv3, Attack Type=AdvTexture [14]2025.09 | 89.1 | 64.4 | |
| PADObject Detector=DETR, Attack Type=AdvTexture [14]2025.09 | 89.1 | 71.5 | |
| PADObject Detector=DETR, Attack Type=AdvPatch [12]2025.09 | 88.9 | 71.8 | |
| PADObject Detector=Faster RCNN, Attack Type=AdvTexture [14]2025.09 | 88.8 | 69.9 | |
| JediObject Detector=DETR, Attack Type=AdvTexture [14]2025.09 | 88.7 | 70.1 | |
| OSObject Detector=Faster RCNN, Attack Type=Clean2025.09 | 88.6 | 65 | |
| PADObject Detector=DETR, Attack Type=NatPatch [13]2025.09 | 88.6 | 71.2 | |
| VanillaObject Detector=DETR, Attack Type=NatPatch [13]2025.09 | 87.7 | 71.5 | |
| DISPATCHObject Detector=YOLOv3, Attack Type=AdvTexture [14]2025.09 | 87.3 | 62.7 | |
| PADObject Detector=Overall, Attack Type=Under Attacks2025.09 | 87.2 | 68.1 | |
| VanillaObject Detector=DETR, Attack Type=AdvTexture [14]2025.09 | 87.1 | 72.2 | |
| SACObject Detector=DETR, Attack Type=NatPatch [13]2025.09 | 86.5 | 69.2 | |
| NutNetObject Detector=DETR, Attack Type=AdvPatch [12]2025.09 | 86.1 | 69.5 | |
| JediObject Detector=DETR, Attack Type=AdvPatch [12]2025.09 | 85.7 | 69.1 | |
| SACObject Detector=DETR, Attack Type=AdvTexture [14]2025.09 | 85.7 | 69.8 | |
| NutNetObject Detector=Faster RCNN, Attack Type=AdvPatch [12]2025.09 | 85.2 | 66.3 | |
| PADObject Detector=YOLOv3, Attack Type=AdvTexture [14]2025.09 | 85 | 65.7 | |
| JediObject Detector=Faster RCNN, Attack Type=AdvPatch [12]2025.09 | 84.2 | 62.4 | |
| DISPATCHObject Detector=YOLOv3, Attack Type=NatPatch [13]2025.09 | 84 | 60.5 | |
| JediObject Detector=Faster RCNN, Attack Type=AdvTexture [14]2025.09 | 83.6 | 66 | |
| JediObject Detector=Overall, Attack Type=Under Attacks2025.09 | 83.4 | 63.7 | |
| PADObject Detector=YOLOv3, Attack Type=NatPatch [13]2025.09 | 81.9 | 63.3 | |
| DISPATCHObject Detector=Faster RCNN, Attack Type=AdvTexture [14]2025.09 | 81.8 | 66.2 | |
| NutNetObject Detector=Overall, Attack Type=Under Attacks2025.09 | 81.2 | 65.8 | |
| PADObject Detector=YOLOv3, Attack Type=AdvPatch [12]2025.09 | 81.1 | 62.6 | |
| NutNetObject Detector=YOLOv3, Attack Type=AdvTexture [14]2025.09 | 81.1 | 62.3 | |
| NutNetObject Detector=YOLOv3, Attack Type=AdvPatch [12]2025.09 | 80.8 | 62.5 | |
| OSObject Detector=DETR, Attack Type=AdvTexture [14]2025.09 | 78.4 | 58.2 | |
| OSObject Detector=DETR, Attack Type=NatPatch [13]2025.09 | 78.2 | 57.5 | |
| JediObject Detector=Faster RCNN, Attack Type=NatPatch [13]2025.09 | 77.7 | 59.5 | |
| JediObject Detector=YOLOv3, Attack Type=NatPatch [13]2025.09 | 76 | 55.5 | |
| JediObject Detector=YOLOv3, Attack Type=AdvPatch [12]2025.09 | 75 | 55.8 | |
| NutNetObject Detector=Faster RCNN, Attack Type=NatPatch [13]2025.09 | 75 | 62.7 | |
| VanillaObject Detector=YOLOv3, Attack Type=AdvTexture [14]2025.09 | 74.7 | 61.8 | |
| NutNetObject Detector=YOLOv3, Attack Type=NatPatch [13]2025.09 | 74.6 | 59.7 | |
| SACObject Detector=YOLOv3, Attack Type=AdvTexture [14]2025.09 | 73.5 | 59.2 | |
| SACObject Detector=Faster RCNN, Attack Type=NatPatch [13]2025.09 | 73.2 | 62 | |
| VanillaObject Detector=Faster RCNN, Attack Type=NatPatch [13]2025.09 | 71.3 | 62.9 | |
| VanillaObject Detector=YOLOv3, Attack Type=NatPatch [13]2025.09 | 70.7 | 59.3 | |
| SACObject Detector=Overall, Attack Type=Under Attacks2025.09 | 70.1 | 61 | |
| SACObject Detector=YOLOv3, Attack Type=NatPatch [13]2025.09 | 68.7 | 56.2 | |
| NutNetObject Detector=Faster RCNN, Attack Type=AdvTexture [14]2025.09 | 68.6 | 66.2 | |
| VanillaObject Detector=Overall, Attack Type=Under Attacks2025.09 | 68.6 | 62.7 | |
| SACObject Detector=DETR, Attack Type=AdvPatch [12]2025.09 | 68.3 | 63.3 | |
| VanillaObject Detector=DETR, Attack Type=AdvPatch [12]2025.09 | 65.6 | 65.9 | |
| VanillaObject Detector=Faster RCNN, Attack Type=AdvTexture [14]2025.09 | 59.8 | 65.7 | |
| SACObject Detector=Faster RCNN, Attack Type=AdvPatch [12]2025.09 | 59.7 | 55.7 | |
| SACObject Detector=YOLOv3, Attack Type=AdvPatch [12]2025.09 | 57.9 | 51.4 | |
| SACObject Detector=Faster RCNN, Attack Type=AdvTexture [14]2025.09 | 57.4 | 62 | |
| OSObject Detector=Faster RCNN, Attack Type=AdvTexture [14]2025.09 | 54.7 | 43.7 | |
| VanillaObject Detector=Faster RCNN, Attack Type=AdvPatch [12]2025.09 | 51 | 54.6 | |
| VanillaObject Detector=YOLOv3, Attack Type=AdvPatch [12]2025.09 | 49.8 | 50.1 | |
| OSObject Detector=Overall, Attack Type=Under Attacks2025.09 | 49.7 | 38.1 | |
| OSObject Detector=DETR, Attack Type=AdvPatch [12]2025.09 | 41 | 32.5 | |
| OSObject Detector=Faster RCNN, Attack Type=NatPatch [13]2025.09 | 27.4 | 21.2 | |
| OSObject Detector=Faster RCNN, Attack Type=AdvPatch [12]2025.09 | 18.4 | 15.2 |