#adversarial perturbations

topicadversarial perturbations

2 papers · 1 filter

cs.CR2026

InkShield: Writing Style Protection Against Unauthorized Handwriting Mimicry

Jian Xiong, Wenbo Jiang, Zihan Wang +4

InkShield introduces a proactive defense that adds subtle, stroke‑confined perturbations to handwritten reference images, making it harder for handwriting generators to mimic a wri…

cs.CV2026

Delving into the Temporal Challenges of Unified Video Protection Against Image-to-Video and Fine-Tuning-based Customization

Yuxin Huang, Ziming Hong, Mingming Gong +3

The paper introduces Temporally Consistent Universal Adversarial Perturbations (TC-UAP) to protect videos from both image-to-video and fine‑tuning based personalization attacks, en…