notesum.ai

Published at November 27

cs.CV

Released Date: November 27, 2024

Authors: Tianyuan Zhang¹, Lu Wang¹, Xinwei Zhang¹, Yitong Zhang¹, Boyi Jia¹, Siyuan Liang², Shengshan Hu³, Qiang Fu¹, Aishan Liu¹, Xianglong Liu¹

Aff.: ¹Beihang University, China; ²National University of Singapore, Singapore; ³Huazhong University of Science and Technology, China

Method/Metrics	Weather ${\color[rgb]{0,0,1}\downarrow}$	Traffic. ${\color[rgb]{0,0,1}\downarrow}$	Time ${\color[rgb]{0,0,1}\downarrow}$	Scene ${\color[rgb]{0,0,1}\downarrow}$	Open. ${\color[rgb]{0,0,1}\downarrow}$	Desc ${\color[rgb]{0,0,1}\downarrow}$	Final ${\color[rgb]{0,0,1}\downarrow}$
Raw	48.75	52.82	39.71	43.31	29.79	41.37	42.63
FGSM [9]	47.27	52.99	46.62	45.46	23.60	45.71	43.61
PGD [39]	32.43	40.67	36.51	33.04	22.15	36.83	33.60
AttackVLM [66]	44.32	50.60	41.12	43.25	28.98	42.51	41.96
AnyAttack [61]	45.10	51.12	43.28	44.10	27.25	43.14	42.28
ADvLM	31.09	41.06	39.36	32.60	17.44	36.45	32.99