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Published at October 30

Backdoor Attack Against Vision Transformers via Attention Gradient-Based Image Erosion

cs.CV

cs.AI

Released Date: October 30, 2024

Authors: Ji Guo¹, Hongwei Li², Wenbo Jiang³, Guoming Lu¹

Aff.: ¹Laboratory Of Intelligent Collaborative Computing, University of Electronic Science and Technology of China, China; ²School of Computer Science and Engineering, University of Electronic Science and Technology of China, China; ³School of Computer Science and Engineering, University of Electronic Science and Technology of China, China (Corresponding Author)

Arxiv: http://arxiv.org/abs/2410.22678v1

Datasets	ViT-b			Deit-t			Deit-s
Datasets	ACC	ASR	CDA	ACC	ASR	CDA	ACC	ASR	CDA
CIFAR-10	98.64%	99.85%	98.63%	94.67%	99.83%	94.66%	96.74%	99.78%	96.46%
GBSTR	96.76%	97.82%	94.20%	95.14%	97.85%	94.59%	95.46%	96.16%	93.64%
ImageNette	99.59%	95.13%	98.29%	96.80%	95.27%	96.24%	98.11%	97.02%	98.06%