Подробное описание документа

   Steganalysis Method Proposal for the Container-Free Data Hiding Method / Rudakov I. V., Filippov M. V., Kudryavtsev M. A., Pudov D. Yu. // Наука, технологии и бизнес : материалы 6-ой Межвузовской конференции аспирантов, соискателей и молодых учёных, Москва, 16-18 апреля 2024 года / МГТУ им. Н. Э. Баумана (национальный исследовательский университет). - М., 2024. - С. 412-417.

Article considers the problem of modern steganalysis for container-free steganography methods. The article aims to evaluate current techniques and tools used for uncovering concealed messages within images. This paper specifically focuses on effectiveness assessment of the MMFlow steganography method. The discussion revolves around statistical steganalysis methods and data embedding in the spatial domain. The authors explore techniques relying on statistical variances to detect alterations in the frequency domain. This paper employs «blind» classifiers to ensure the capability of identifying data concealment by various steganographic methods and determining the lengths of hidden data. Steganalysis survey examines approaches for evaluating the naturalness of images. The article integrates all discussed steganalysis methods into the proposed method. The authors provide recommendations for further enhancing their methodology.
Keywords: steganography, container, first-order statistics, blind classifiers, neural networks, steganalysis, secret message, data hiding