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Paper · arXiv

Style as Cover: Deep Image Steganography via Stylized Transmission

Image steganography hides secret message within normal images, with most existing works relying on cover-preserving transmission. However, such a paradigm becomes vulnerable once the original cover is exposed or can be reliably approximated. In this paper, we propose StyleStegaNet, a stylized image hiding framework that replaces cover matching with style-concealment transmission. Instead of transmitting a cover-like stego image, StyleStegaNet generates stylized stego images conditioned on publicly available style references, redefining steganography invisibility from cover-preserving concealment to behavior-level camouflage based on style transformation. Such a setting poses a substantial...

AuthorsQi Li, Jidong Yang, Huaike Yu et al.
Primary categorycs.CV
Published18 September 2026
Last updated at source18 September 2026
cs.CVcs.CRcs.MM
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