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Published at December 3

Underload: Defending against Latency Attacks for Object Detectors on Edge Devices

cs.CV

cs.CR

Released Date: December 3, 2024

Authors: Tianyi Wang, Zichen Wang, Cong Wang¹, Yuanchao Shu, Ruilong Deng, Peng Cheng, Jiming Chen

Aff.: ¹Zhejiang University, Hangzhou, China

Arxiv: http://arxiv.org/pdf/2412.02171v1

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$l_{2}$ -norm	Attack	Standard	MTD	OOD	Underload*
10	Daedalus	73.0	57.6	55.8	68.7
	Phantom	72.1	57.7	55.7	68.7
	Overload	71.8	57.7	55.6	68.6
20	Daedalus	70.9	57.5	55.6	68.4
	Phantom	70.2	57.4	55.6	68.3
	Overload	66.1	57.2	55.5	68.6
30	Daedalus	66.6	57.2	55.3	67.9
	Phantom	64.2	57.4	55.8	67.6
	Overload	51.2	57.0	55.7	68.4
50	Daedalus	41.1	55.0	53.5	62.0
	Phantom	32.9	56.2	54.7	65.4
	Overload	17.1	54.0	54.8	59.3
70	Daedalus	12.8	50.1	48.4	50.3
	Phantom	7.5	54.7	53.3	61.3
	Overload	4.5	49.4	49.1	53.3