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Published at November 26

Adversarial Bounding Boxes Generation (ABBG) Attack against Visual Object Trackers

cs.CV

Released Date: November 26, 2024

Authors: Fatemeh Nourilenjan Nokabadi¹, Jean-Francois Lalonde, Christian Gagné²

Aff.: ¹Université Laval, IID, Mila; ²U. Laval, IID, Mila, Canada-CIFAR AI Chair

Arxiv: http://arxiv.org/abs/2411.17468v1

Refer to caption

Tracker	Attacker	Scores			Drop(%)
		AO	SR_0.5	SR_0.75	AO	SR_0.5	SR_0.75
TransT-M	No Attack	0.734	0.840	0.693	-	-	-
	CSA	0.683	0.779	0.635	6.95	7.26	8.37
	IoU	0.587	0.672	0.480	20.03	20.00	30.74
	SPARK	0.116	0.065	0.023	84.20	92.26	96.68
	RTAA	0.173	0.180	0.112	76.43	78.57	83.84
	TrackPGD	0.388	0.429	0.188	47.14	48.93	72.87
	ABBG (ours)	0.027	0.019	0.001	96.32	97.74	99.85
ROMTrack	No Attack	0.729	0.830	0.702	-	-	-
	CSA	0.716	0.814	0.682	1.78	1.93	2.85
	IoU	0.597	0.678	0.536	18.11	18.31	23.65
	ABBG (ours)	0.006	0.001	0.000	99.18	99.88	100
MixFormer	No Attack	0.696	0.791	0.656	-	-	-
	CSA	0.638	0.727	0.572	8.33	8.10	12.80
	IoU	0.625	0.713	0.543	10.20	9.86	17.22
	ABBG (ours)	0.002	0.000	0.000	99.71	100	100