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ResearchFormerly WizWand

Adversarial Attack on FLIR ADAS 1.3 (test)

96.31ASR (%)Ours (Mesh Shadow Attack)
-1.668423.768349.20574.6417May 16, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Ours (Mesh Shadow Attack)Target Detector=Faster R-CNN2024.0596.31
Ours (Mesh Shadow Attack)Target Detector=SSD2024.0595.8
Ours (Mesh Shadow Attack)Target Detector=RetinaNet2024.0586.83
Ours (Mesh Shadow Attack)Target Detector=YOLOv32024.0586.52
Ours (Mesh Shadow Attack)Target Detector=Deformable2024.0583.83
Ours (Mesh Shadow Attack)Target Detector=Libra2024.0579.04
Ours (Mesh Shadow Attack)Target Detector=Cascade2024.0573.35
Random shapeTarget Detector=YOLOv32024.0550
Random shapeTarget Detector=SSD2024.0545.81
UAPTarget Detector=YOLOv32024.0539.82
AIPTarget Detector=YOLOv32024.0538.32
UAPTarget Detector=Cascade2024.0538.02
UAPTarget Detector=SSD2024.0536.83
UAPTarget Detector=Libra2024.0533.23
AIPTarget Detector=Cascade2024.0532.93
UAPTarget Detector=RetinaNet2024.0531.44
Random shapeTarget Detector=Libra2024.0528.74
AIPTarget Detector=Libra2024.0527.54
AIPTarget Detector=Deformable2024.0527.54
OriginTarget Detector=YOLOv32024.0525.15
UAPTarget Detector=Deformable2024.0524.25
Random shapeTarget Detector=Cascade2024.0523.95
Random shapeTarget Detector=Deformable2024.0523.65
AIPTarget Detector=SSD2024.0523.65
UAPTarget Detector=Faster R-CNN2024.0520.06
OriginTarget Detector=Cascade2024.0518.86
Random shapeTarget Detector=Faster R-CNN2024.0518.26
Random shapeTarget Detector=RetinaNet2024.0517.07
OriginTarget Detector=Libra2024.0516.47
OriginTarget Detector=SSD2024.0515.27
AIPTarget Detector=RetinaNet2024.0515.27
AIPTarget Detector=Faster R-CNN2024.0514.97
OriginTarget Detector=Deformable2024.0512.28
OriginTarget Detector=RetinaNet2024.054.49
OriginTarget Detector=Faster R-CNN2024.052.1