1 citations · 1 across the 10 of their papers we have counts for
10 papers
On the Controllability-Fidelity Frontier in Diffusion Editing
Yi Hu, Leying Yi, Emily Davis +1
Diffusion-based generative models enable powerful image editing capabilities, but achieving precise control while maintaining fidelity and safety remains challenging. We present a…
Editing on the Generative Manifold: A Theoretical and Empirical Study of General Diffusion-Based Image Editing Trade-offs
Yi Hu, Leying Yi, Emily Davis +1
Diffusion-based editing has rapidly evolved from curated inpainting tools into general-purpose editors spanning text-guided instruction following, mask-localized edits, drag-based…
Editing Away the Evidence: Diffusion-Based Image Manipulation and the Failure Modes of Robust Watermarking
Qian Qi, Jiangyun Tang, Jim Lee +2
Robust invisible watermarks are widely used to support copyright protection, content provenance, and accountability by embedding hidden signals designed to survive common post-proc…
When Denoising Becomes Unsigning: Theoretical and Empirical Analysis of Watermark Fragility Under Diffusion-Based Image Editing
Fai Gu, Qiyu Tang, Te Wen +2
Robust invisible watermarking systems aim to embed imperceptible payloads that remain decodable after common post-processing such as JPEG compression, cropping, and additive noise.…
Vanishing Watermarks: Diffusion-Based Image Editing Undermines Robust Invisible Watermarking
Fan Guo, Jiyu Kang, Qi Ming +2
Robust invisible watermarking schemes aim to embed hidden information into images such that the watermark survives common manipulations. However, powerful diffusion-based image gen…
On the Information-Theoretic Fragility of Robust Watermarking under Diffusion Editing
Yunyi Ni, Ziyu Yang, Ze Niu +2
Robust invisible watermarking embeds hidden information in images such that the watermark can survive various manipulations. However, the emergence of powerful diffusion-based imag…
Diffusion-Based Image Editing: An Unforeseen Adversary to Robust Invisible Watermarks
Wenkai Fu, Finn Carter, Yue Wang +2
Robust invisible watermarking aims to embed hidden messages into images such that they survive various manipulations while remaining imperceptible. However, powerful diffusion-base…
Diffusion-Based Image Editing for Breaking Robust Watermarks
Yunyi Ni, Finn Carter, Ze Niu +2
Robust invisible watermarking aims to embed hidden information into images such that the watermark can survive various image manipulations. However, the rise of powerful diffusion-…
Robust Concept Erasure in Diffusion Models: A Theoretical Perspective on Security and Robustness
Zixuan Fu, Yan Ren, Finn Carter +5
Diffusion models have achieved unprecedented success in image generation but pose increasing risks in terms of privacy, fairness, and security. A growing demand exists to \emph{era…
FADE: Adversarial Concept Erasure in Flow Models
Zixuan Fu, Yan Ren, Finn Carter +5
Diffusion models have demonstrated remarkable image generation capabilities, but also pose risks in privacy and fairness by memorizing sensitive concepts or perpetuating biases. We…