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Published at December 10

CapGen:An Environment-Adaptive Generator of Adversarial Patches

cs.CV

Released Date: December 10, 2024

Authors: Chaoqun Li¹, Zhuodong Liu¹, Huanqian Yan¹, Hang Su¹

Aff.: ¹Tsinghua University

Arxiv: http://arxiv.org/pdf/2412.07253v1

Refer to caption

Method	Yolov2	Yolov3	Yolov4	Yolov5s	Yolov5m	Faster R-CNN	Avg.
Gray	69.01^(7.70↓)	89.20^(6.70↓)	83.47^(8.95↓)	85.30^(9.80↓)	90.20^(5.10↓)	73.85^(7.54↓)	81.84^(7.63↓)
CAPGen-R1	68.12^(8.59↓)	90.00^(5.90↓)	85.66^(6.76↓)	86.30^(8.80↓)	89.60^(5.70↓)	74.60^(6.79↓)	82.38^(7.09↓)
CAPGen-R2	68.17^(8.54↓)	89.50^(6.40↓)	85.29^(7.13↓)	85.40^(9.70↓)	90.10^(5.20↓)	74.60^(6.79↓)	82.18^(7.29↓)
CAPGen-T1	35.52^(41.19↓)	54.10^(41.80↓)	63.09^(29.33↓)	71.50^(23.60↓)	47.00^(48.30↓)	17.00^(64.39↓)	48.04^(41.43↓)
CAPGen-T2	34.71^(42.00↓)	56.00^(39.90↓)	74.89^(17.53↓)	71.70^(23.40↓)	34.80^(60.50↓)	16.80^(64.59↓)	48.15^(41.32↓)
CAPGen-P1	14.37^(62.34↓)	39.90^(56.00↓)	18.15^(74.27↓)	32.70^(62.40↓)	22.60^(72.70↓)	9.80^(71.59↓)	22.92^(66.55↓)
CAPGen-P2	16.11^(60.60↓)	51.10^(44.80↓)	19.63^(72.79↓)	36.80^(58.30↓)	22.70^(72.60↓)	10.11^(71.28↓)	26.08^(63.39↓)
DAP	43.70^(33.01↓)	68.07^(27.83↓)	20.09^(72.33↓)	27.62^(67.48↓)	30.06^(65.24↓)	63.19^(18.20↓)	42.12^(47.35↓)
NAP	23.8^(52.91↓)	57.12^(38.78↓)	69.50^(22.92↓)	36.94^(58.16↓)	64.94^(30.36↓)	17.37^(64.02↓)	44.95^(44.53↓)
AdvPatch	10.29^(66.42↓)	33.73^(62.17↓)	15.53^(76.89↓)	31.60^(63.5↓)	19.80^(75.5↓)	6.50^(74.89↓)	19.58^(69.89↓)