Generalized Classification of Steganography Methods and Techniques
E. S. Abazina1, S. I. Makarenko2,3, M. F. Savelev2
1Military Space Academy named after A. F. Mozhaisky.
2Saint Petersburg Electrotechnical University 'LETI'.
3Financial University under the Government of the Russian Federation.
DOI 10.24412/2410-9916-2026-3-001-034
Abstract
Purpose. The increasing number of threats to information transmitted into infocommunication networkssecurity requires the timely development and application of adequate measures to preserve its confidentiality, integrity and authenticity. One of the areas characterized by active development in the last few decades is steganography – computer, digital and network. The main goal of steganography is to keep information secret, it determines the closed nature of achievements and successes in this field of knowledge, which is justified by conducting research by locally isolated teams and communities from different countries. This fact also determines the lack of a unified terminology, a universal classification that systematizes steganographic methods, making it difficult to analyze achievements in this field for novelty and practical significance, and hinders the development of steganography. Since digital steganography was historically the first to appear, the vast majority of open publications are devoted to its classification and ordering. With the development of information and telecommunication systems (ITS), network steganography methods have become widespread, the systematization of which is still at an early stage. The work objectives are to systematize, generalize and universalize the classification of steganographic methods, taking into account new features for their grouping. Methods used: the solution of the systematization problem, which results in a generalized unified classification of steganographic methods, is based on morphological, discriminant and cluster analysis of the object of research – steganography, and the subject of research – methods of steganography in infocommunication networks. Novelty. An element of the novelty of the work is, firstly, the introduction of new generalizing terminology – the concepts of «concealment», «steganography principle», «steganography», «steganography method», «steganography demand», «object used for concealment", «subject used for concealment» and others. Secondly, the formation of a universalized classification of steganographic methods, which is based on the consideration of these new concepts as new features for classification, as well as, in addition to them, subjects of steganography, stages of the data lifecycle, levels of ITS interaction, which determined the introduction of new categories – info communication and signal steganography, as well as. The classification was expanded by classes, directions, groups of methods, methods, goals and principles. Results. The universalized classification of steganographic methods, generalizing and systematizing existing methods, as well as allowing to identify new, not yet developed directions and methods. Practical relevance. The universalized classification of steganographic methods should facilitate the development of steganographic templates – sets of the most typical methods of concealment, each of which is characterized by certain requirements for the object and subject used for concealment, and concealment capabilities (quilting resistance, hidden throughput, and reliability and timeliness of the hidden data). Such templates can be further used to switch hidden data in nodes of stego networks.
Key words
data concealment, hidden data transmission, steganography, classification, steganography method, steganography technique, infocommunication steganography, signal steganography, computer steganography, file steganography, digital steganography, network steganography.
Reference for citation
Abazina E. S., Makarenko S. I., Savelev M. F. Generalized Classification of Steganography Methods and Techniques. Systems of Control, Communication and Security, 2026, no. 3, pp. 1-34. DOI: 10.24412/2410-9916-2026-3-001-034 (in Russian).
References
1. Gribunin V. G., Kostyukov V. E., Martynov A. P., Nikolaev D. B., Fomchenko V. M. Steganograficheskie sistemy. Kriterii i metodicheskoe obespechenie [Steganographic systems. Criteria and methodological support]. Sarov, Federal State Unitary Enterprise Russian Federal Nuclear Center - All-Russian Research Institute of Experimental Physics Publ., 2012. 324 p. (in Russian).
2. Gribunin V. G., Okov I. N., Turincev I. V. Cifrovaja Steganografija [Digital Steganography]. Moscow, Solon-Press Publ, 2009. 272 p. (in Russian).
3. Korzhik V. I., Krasov A. V. Cifrovaya steganografiya [Digital steganography]. Moscow, KnoRus Publ., 2023. 323 p. (in Russian).
4. Chto takoye steganografiya? Opredeleniye i opisaniye [What is steganography? Definition and description]. Kaspersky Lab: official website. 2026. Available at: https://www.kaspersky.ru/resource-center/definitions/what-is-steganography (accessed 28.01.2026) (in Russian).
5. Savelyev M. F., Abazina Ye. S. Sokrytiye dannykh na razlichnykh etapakh ikh zhiznennogo tsikla. I seminar nauchnoy shkoly professora S. I. Makarenko. Sbornik tezisov mezhvedomstvennoy konferentsii [The 1st Professor S. I. Makarenko scientific school seminar. Compendium of abstracts of the interdepartmental conference]. Sankt-Peterburg, 2026, pp. 55-64 (in Russian).
6. Steganographiay v XXI veke: Tseli. Prakticheskoe pimenenie. Aktualnost. [Steganography in the 21st Century: Objectives, Practical Applications, and Relevance]. Habr, 15.03.2015. Available at: https://habr.com/ru/articles/253045/ (accessed 28.01.2026) (in Russian).
7. Ryabko B. Ya., Fionov A. N. Fundamentals of modern cryptography and steganography. Moscow, Goryachaya Liniya - Telecom Publ., 2013. 232 p.
8. Makarenko S. I. The steganographic system interconnection basic reference model and the justification of new areas of steganography theory's development. Voprosy kiberbezopasnosti, 2014, vol. 3, no. 2, pp. 24-32 (in Russian).
9. Abazina E. S., Erunov A. A. Tsifrovaya steganografiya: sostoyaniye i perspektivy [Digital steganography: status and prospects]. Voprosy kiberbezopasnosti, 2016, vol. 3, no. 2, pp. 182-201 (in Russian).
10. Abazina E. S., Tsvetkov K. Yu. Kontseptual'naya model' vzaimodeystviya stegosistem peredachi dannykh v sostave etalonnoy modeli vzaimodeystviya otkrytykh sistem [Conceptual model of interaction of stegosystems for data transmission as part of a reference model of open systems interaction]. Proceedings of the Mozhaisky Military Space Academy, 2019, vol. 668, no. 4, pp. 70-80 (in Russian).
11. Omelchenko I. Kogda spraytat ne dostatochno: kak ataki [When hiding is not enough: how attacks on secret information transmission systems are organized]. Habr, 2026. Available at: habr.com/ru/companies/bastion/articles/882522/ (accessed 28.01.2026) (in Russian).
12. Petitcolas F. P., Anderson R. J., Kuhn M. G. Information Hiding: A survey. Proceedings of the IEEE, 1999, no. 87 (7), pp. 1062-1078.
13. Wcndzcl S., Mazurczyk W., Caviglione L., Meier M. Hidden and uncontrolled: on the emergence of network stcganographic threats. Securing Electronic Business Processes. Springer Fachmedien Wiesbaden, 2014. pp. 123-133.
14. Mazurczyk W., Wendzel S., Zander S. Information Hiding in Communication Networks. Wiley-IEEE, 2016. pp. 1-12.
15. Wendzel S., Zander S., Fechner B., Herdin C. Pattern-based Survey and Taxonomy for Network Covert Channels. ACM Computing SurveysSUR, 2015, no. 47 (3), pp. 1-26.
16. Rudnichenko A. K. [Application of simple steganography when transferring files on the Internet]. Young scientist, 2017, no. 3 (137), pp. 49-51. Available at: https://moluch.ru/archive/137/38298/ (accessed 28.01.2026) (in Russian).
17. Kolmakov M. V., Blinova Ye. A. Osobennosti primeneniya steganograficheskikh metodov v al'ternativnykh potokakh faylovoy sistemy NTFS [Features of the application of steganographic methods in alternative streams of the NTFS file system]. Proceedings of the 69th scientific and technical. conf. of pupils, students and master's students. Minsk, 2018. Pp. 9-13 (in Russian).
18. Steganografiya v faylovoy sisteme Habr [Steganography in the Habr file system]. 2026. Available at: https://habr.com/ru/articles/347604/ (accessed 28.01.2026) (in Russian).
19. Makarenko S. I. Spravochnik nauchnykh terminov i matematicheskikh oboznacheniy [Scientific terms and mathematical designations handbook]. Saint Petersburg, Naukoemkie Tehnologii Publ., 2025. 348 p.
20. State Standard 53113.1-2008. Protection of information technologies and automated systems from information security threats implemented using covert channels. Part 1. General provisions. Moscow, Standartinform Publ., 2009. 7 p. (in Russian).
21. State Standard 53113.2-2009. Protection of information technologies and automated systems from information security threats implemented using covert channels. Part 2. Recommendations for protecting information, information technology, and automated systems from attacks using hidden channels. Moscow, Standartinform Publ., 2010. 12 p. (in Russian).
22. The basic model of threats to the security of personal data during their processing in personal data information systems, approved by the Deputy Director of the Federal Service for on technical and export control of Russia at 02.15.2008. - 69 p. (in Russian).
23. Grebennikov V. Istoriya taynopisi [The History of cryptography]. Moscow, Samizdat Publ, 2019. 142 p. (in Russian).
24. Babina O. I. Lingvisticheskaya steganografiya: sovremennyye podkhody. Chast' 2 [Linguistic steganography: modern approaches. Part 2]. Bulletin of SUSU. Series "Linguistics", 2015, vol. 12, no. 4, pp. 49-55
25. Makarenko S. I. Informatsionnoe protivoborstvo i radioelektronnaia borba v setetsentricheskikh voinakh nachala XXI veka. Monografiia [Information warfare and electronic warfare to network-centric wars of the early XXI century. Monograph]. Saint Petersburg, Naukoemkie Tekhnologii Publ., 2017. 546 p. (in Russian).
26. State Standard R 59897-2021. Data for Artificial Intelligence Systems in Education. Requirements for Data Collection, Storage, Processing, Transfer, and Protection. Moscow, Standartinform Publ., 2021. 7 p. (in Russian).
27. Makarenko S. I. Interoperability of organizational and technical systems. Saint Petersburg, Naukoemkie Tehnologii Publ. 2024. 313 p.
28. Krasov A. V. Model of an Information Security Attacker Using Steganographic Communication Channels. Science and Business: Development Ways, 2022, no. 4 (130), pp. 79-88 (in Russian).
29. Krasov A. V. Dissertation Defenses in Russia in the Field of Steganography. 65th Scientific and Technical Conference of Professors, Researchers and Postgraduate Students (NTC PPS 2025): Collection of Scientific Articles. In 3 vols. Saint Petersburg, February 17-21, 2025. St. Petersburg, St. Petersburg State University of Telecommunications named after Prof. M.A. Bonch-Bruevich, 2025. - Pp. 376-381 (in Russian).
This article is distributed under a license Creative Commons Attribution 4.0 License.
The metadata of the article is distributed under a license CC0 1.0 Universal









