TrojViT: Trojan Insertion in Vision Transformers. (arXiv:2208.13049v1 [cs.LG])

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 …

transformers trojan