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UnMarker: A Universal Attack on Defensive Watermarking
May 15, 2024, 4:42 a.m. | Andre Kassis, Urs Hengartner
cs.LG updates on arXiv.org arxiv.org
Abstract: Reports regarding the misuse of $\textit{Generative AI}$ ($\textit{GenAI}$) to create harmful deepfakes are emerging daily. Recently, defensive watermarking, which enables $\textit{GenAI}$ providers to hide fingerprints in their images to later use for deepfake detection, has been on the rise. Yet, its potential has not been fully explored. We present $\textit{UnMarker}$ -- the first practical $\textit{universal}$ attack on defensive watermarking. Unlike existing attacks, $\textit{UnMarker}$ requires no detector feedback, no unrealistic knowledge of the scheme or similar …
abstract arxiv create cs.cr cs.cv cs.lg daily deepfake deepfakes detection fingerprints genai generative hide images misuse reports type universal watermarking
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