Object Detection (Camouflage Attack) on COCO
91.4AP50Normal
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NormalTarget Detector=ViTDet, Attack Strategy=image-level2026.03 | 91.4 | — | — | |
| NormalTarget Detector=ViTDet, Attack Strategy=scene-level2026.03 | 91.4 | — | — | |
| NormalTarget Detector=Faster-RCNN, Attack Strategy=image-level2026.03 | 85.6 | — | — | |
| NormalTarget Detector=Faster-RCNN, Attack Strategy=scene-level2026.03 | 85.6 | — | — | |
| AdvCAMTarget Detector=ViTDet, Attack Strategy=image-level2026.03 | 70.5 | 0.678 | 21.8 | |
| Diff-PGDTarget Detector=ViTDet, Attack Strategy=image-level2026.03 | 68.5 | 0.677 | 34.2 | |
| Diff-PGDTarget Detector=ViTDet, Attack Strategy=scene-level2026.03 | 68.5 | 0.663 | 34.2 | |
| AdvCAMTarget Detector=ViTDet, Attack Strategy=scene-level2026.03 | 68.3 | 0.65 | 21.8 | |
| AdvCAMTarget Detector=Faster-RCNN, Attack Strategy=scene-level2026.03 | 66.4 | 0.651 | 21.8 | |
| AdvCAMTarget Detector=Faster-RCNN, Attack Strategy=image-level2026.03 | 64.7 | 0.68 | 21.8 | |
| Diff-PGDTarget Detector=Faster-RCNN, Attack Strategy=scene-level2026.03 | 64.6 | 0.664 | 33.2 | |
| Diff-PGDTarget Detector=Faster-RCNN, Attack Strategy=image-level2026.03 | 61.1 | 0.692 | 33.2 | |
| CtrlCamoTarget Detector=ViTDet, Attack Strategy=image-level2026.03 | 19.2 | 0.849 | 8.15 | |
| CtrlCamoTarget Detector=Faster-RCNN, Attack Strategy=scene-level2026.03 | 16.6 | 0.837 | 7.32 | |
| CtrlCamoTarget Detector=Faster-RCNN, Attack Strategy=image-level2026.03 | 15 | 0.85 | 7.32 | |
| CtrlCamoTarget Detector=ViTDet, Attack Strategy=scene-level2026.03 | 12.5 | 0.84 | 8.15 |