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Generative Steganography by Sampling

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0 Published in 2019 at "IEEE Access"

DOI: 10.1109/access.2019.2920313

Abstract: In this paper, a novel data-driven information hiding scheme called “generative steganography by sampling” (GSS) is proposed. Unlike in traditional modification-based steganography, in our method the stego image is directly sampled by a powerful generator:… read more here.

Keywords: generative steganography; steganography; image; generator ... See more keywords

Linguistic Generative Steganography With Enhanced Cognitive-Imperceptibility

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0 Published in 2021 at "IEEE Signal Processing Letters"

DOI: 10.1109/lsp.2021.3058889

Abstract: In recent years, linguistic generative steganography has been greatly developed. The previous works are mainly to optimize the perceptual-imperceptibility and statistical-imperceptibility of the generated steganographic text, and the latest developments show that they have been… read more here.

Keywords: linguistic generative; generative steganography; generated steganographic; cognitive imperceptibility ... See more keywords

Generative Steganography via Auto-Generation of Semantic Object Contours

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2 Published in 2023 at "IEEE Transactions on Information Forensics and Security"

DOI: 10.1109/tifs.2023.3268843

Abstract: As a promising technique of resisting steganalysis detection, generative steganography usually generates a new image driven by secret information as the stego-image. However, it generally encodes secret information as entangled features in a non-distribution-preserving manner… read more here.

Keywords: information; generative steganography; generation; object contours ... See more keywords

Mutual Information-Optimized Steganalysis for Generative Steganography

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0 Published in 2025 at "IEEE Transactions on Information Forensics and Security"

DOI: 10.1109/tifs.2025.3539089

Abstract: Coverless generative steganography is a highly secure method of information hiding. With the advent of the AI-generated content (AIGC) era, the widespread dissemination of generative content on the internet provides an excellent hiding environment for… read more here.

Keywords: information; generative steganographic; steganalysis; steganographic images ... See more keywords