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TrojViT: Trojan Insertion in Vision Transformers. (arXiv:2208.13049v2 [cs.LG] UPDATED)
Nov. 17, 2022, 2:20 a.m. | Mengxin Zheng, Qian Lou, Lei Jiang
cs.CR updates on arXiv.org arxiv.org
Vision Transformers (ViTs) have demonstrated the state-of-the-art performance
in various vision-related tasks. The success of ViTs motivates adversaries to
perform backdoor attacks on ViTs. Although the vulnerability of traditional
CNNs to backdoor attacks is well-known, backdoor attacks on ViTs are
seldom-studied. Compared to CNNs capturing pixel-wise local features by
convolutions, ViTs extract global context information through patches and
attentions. Na\"ively transplanting CNN-specific backdoor attacks to ViTs
yields only a low clean data accuracy and a low attack success rate. In …
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