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ResearchFormerly WizWand

Object Detection (Camouflage Attack) on COCO

91.4AP50Normal
9.34430.64751.9573.253Mar 19, 2026
Updated 7mo ago

Evaluation results

MethodLinks
NormalTarget Detector=ViTDet, Attack Strategy=image-level2026.0391.4——
NormalTarget Detector=ViTDet, Attack Strategy=scene-level2026.0391.4——
NormalTarget Detector=Faster-RCNN, Attack Strategy=image-level2026.0385.6——
NormalTarget Detector=Faster-RCNN, Attack Strategy=scene-level2026.0385.6——
AdvCAMTarget Detector=ViTDet, Attack Strategy=image-level2026.0370.50.67821.8
Diff-PGDTarget Detector=ViTDet, Attack Strategy=image-level2026.0368.50.67734.2
Diff-PGDTarget Detector=ViTDet, Attack Strategy=scene-level2026.0368.50.66334.2
AdvCAMTarget Detector=ViTDet, Attack Strategy=scene-level2026.0368.30.6521.8
AdvCAMTarget Detector=Faster-RCNN, Attack Strategy=scene-level2026.0366.40.65121.8
AdvCAMTarget Detector=Faster-RCNN, Attack Strategy=image-level2026.0364.70.6821.8
Diff-PGDTarget Detector=Faster-RCNN, Attack Strategy=scene-level2026.0364.60.66433.2
Diff-PGDTarget Detector=Faster-RCNN, Attack Strategy=image-level2026.0361.10.69233.2
CtrlCamoTarget Detector=ViTDet, Attack Strategy=image-level2026.0319.20.8498.15
CtrlCamoTarget Detector=Faster-RCNN, Attack Strategy=scene-level2026.0316.60.8377.32
CtrlCamoTarget Detector=Faster-RCNN, Attack Strategy=image-level2026.03150.857.32
CtrlCamoTarget Detector=ViTDet, Attack Strategy=scene-level2026.0312.50.848.15