notesum.ai

Published at December 5

cs.CV

cs.CR

cs.LG

Released Date: December 5, 2024

Authors: Zhizhen Chen¹, Subrat Kishore Dutta², Zhengyu Zhao¹, Chenhao Lin¹, Chao Shen¹, Xiao Zhang³

Aff.: ¹Xi'an Jiaotong University; ²Saarland University; ³CISPA Helmholtz Center for Information Security

Dataset	Victim Model	Overall Accuracy (%)					Attack Success Rate (%)
Dataset	Victim Model	w/o	FC	Cosine	ED	Ours	w/o	FC	Cosine	ED	Ours
Multi-View Car	ConvNet	$85.21$	$84.92$	$85.09$	$84.62$	$84.91$	$0.00$	$47.75$	$30.38$	$75.43$	$\mathbf{76.48}$
	VGG11	$88.89$	$88.63$	$88.89$	$88.66$	$88.80$	$0.67$	$15.40$	$75.15$	$77.30$	$\mathbf{84.44}$
	ResNet-18	$92.15$	$91.84$	$91.99$	$91.94$	$91.99$	$1.11$	$28.00$	$82.40$	$87.29$	$\mathbf{90.13}$
	MobileNet-V2	$88.21$	$87.91$	$88.10$	$87.74$	$87.93$	$0.64$	$45.93$	$67.03$	$68.09$	$\mathbf{81.87}$
CUB-200-2011	ConvNet	$85.21$	$84.82$	$85.08$	$84.30$	$84.55$	$1.17$	$23.83$	$14.47$	$48.46$	$\mathbf{50.70}$
	VGG11	$88.89$	$88.55$	$88.79$	$88.24$	$88.43$	$0.33$	$19.14$	$47.45$	$58.27$	$\mathbf{61.72}$
	ResNet-18	$92.15$	$91.58$	$91.91$	$91.61$	$91.75$	$0.67$	$15.20$	$59.94$	$65.86$	$\mathbf{71.24}$
	MobileNet-V2	$88.21$	$87.69$	$88.04$	$87.41$	$87.56$	$0.17$	$38.24$	$37.47$	$64.20$	$\mathbf{65.26}$