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Detection types of steganographic attacks based on semi-fragile watermarks using machine learning
P. 1–4.
Isaeva M. N.
This article discusses how to detected types of steganographic attacks on digital images using semi-fragile watermarks using machine learning techniques. This article discusses different methods of introducing watermarks: into the spatial domain and the transformation domain. The attacks in this case are filters that can be applied to images: blurring, adding noise, sharpness, contrast, color balance. Methods have been identified that allow you to determine with higher accuracy the specific type of attack on the embedded digital watermark in the image. The peculiarity of this method is that the original image does not need to be used to determine the attack (blind method [1]).
Melman A., Evsyutin O., Knowledge-Based Systems 2025 Vol. 329 No. B Article 114429
Embedding additional information into digital images is an effective method of data privacy protection. A data hiding scheme needs to have a high level of imperceptibility to provide a high level of security. At the same time, it is necessary to maintain good capacity and ability to extract information in its original form. In this ...
Added: September 9, 2025
Melman A., Dzhanashia K., Evsyutin O., Computer Standards and Interfaces 2026 Vol. 96 Article 104066
The cybersecurity problems remain extremely relevant in the modern world. Every year image steganography and watermarking schemes are proposed that solve the problems of hidden confidential data transfer and image authentication, respectively. The authors attempt to maximize the main embedding indicators, such as capacity, invisibility, and robustness. However, in practice, the time effectiveness of embedding ...
Added: September 3, 2025
Dzhanashia K., Evsyutin O., Neurocomputing 2024 Vol. 581 Article 127499
Nowadays, neural networks are actively used for data hiding; however, there is currently no systematic knowledge regarding their utilization in this field. This is a significant gap, considering that neural network-based data hiding has already formed a large and quite independent area of research. This review aims to provide such systematization. It also provides a ...
Added: March 8, 2024
Anna Melman, Oleg Evsutin, Journal of Visual Communication and Image Representation 2024 Vol. 99 Article 104073
Image watermarking is an effective and promising technology. Robust watermarks, resistant to various attacks, allow authors and owners of digital images to protect their rights to digital content, control its distribution and confirm its authenticity. Most of the modern algorithms for robust image watermarking aim to achieve resistance to a large number of different attacks. ...
Added: January 27, 2024
Dzhanashia K., Oleg Evsutin, Multimedia Tools and Applications 2024 Vol. 83 No. 20 P. 58855–58874
Watermarking is a widespread technique for information protection and an invisible alternative to quick response codes. The literature mainly considers software implementations of watermarking methods, even though there are applications for which hardware watermarking solutions become preferable or the only possible option due to increased speed, power, or information safety requirements. A convenient, flexible, and ...
Added: December 14, 2023
Anna Melman, Oleg Evsutin, Artificial Intelligence Review 2023 Vol. 56 No. 12 P. 15375–15447
The digital content exchange on the Internet is associated with information security risks. Hiding data in digital images is a promising direction in data protection and is an alternative to cryptographic methods. Steganography algorithms create covert communication channels and protect the confidentiality of messages embedded in cover images. Watermarking algorithms embed invisible marks in images ...
Added: June 15, 2023
Melman Anna, Evsyutin O., Шабля Ю. В., , in: Proceedings of VII International Conference «Engineering & Telecommunication — En&T-2021.: IEEE, 2021.
The widespread use of remote communication technologies in various fields leads to new tasks of information security. Steganographic embedding is an effective method of protecting information transmitted over an open communication channel. Steganography techniques hide information in digital objects by embedding, making it invisible to an attacker. The most common covers for hiding additional information ...
Added: December 1, 2021
Evsutin O., Dzhanashia K., Signal Processing: Image Communication 2022 Vol. 100 Article 116523
Digital watermarking is an important scientific direction located at the intersection of cybersecurity and multimedia processing. Digital watermarking is used for digital objects copyright protection and protection against forgery. The importance of those tasks is highlighted by the ongoing COVID-19 pandemic that lasts for more than a year and forced multiple industries to transit to ...
Added: September 26, 2021
Melman A., Evsyutin O., Shelupanov A., Technologies 2020 Vol. 8 No. 4 Article 79
In the field of information technology, information security technologies hold a special place. They ensure the security of the use of information technology. One of the urgent tasks is the protection of electronic documents during their transfer in information systems, including smart systems. This paper proposes a technology for protecting electronic documents containing digital images. ...
Added: December 24, 2020
Evsyutin O., Melman A., Мещеряков Р. В. et al., , in: CEUR Workshop ProceedingsVol. 2485: Proceedings of the 29th International Conference on Computer Graphics and Vision (GraphiCon 2019).: CEUR-WS.org, 2019. P. 268–272.
One of the areas of digital image processing is the steganographic embedding of additional information into them. Digital steganography methods are used to ensure the information confidentiality, as well as to track the distribution of digital content on the Internet. Main indicators of the steganographic embedding effectiveness are invisibility to the human eye, characterized by ...
Added: November 1, 2019
Драчев Г. А., Istratov A., Вестник компьютерных и информационных технологий 2019 № 5 С. 28–37
An approach to the detection of hidden information (stegocontainers) in the audio data of MP3 files based on neural network modeling is considered. A multilayer perceptron is used as the instrumental model of the neural network.
The structural components of the MP3 file are analyzed: fields containing related information (song titles, album, information about the author, lyrics, etc.), ...
Added: September 25, 2019
Evsyutin O., Kokurina A., Мещеряков Р. В. et al., , in: Advances in Intelligent Systems and ComputingVol. 451: Proceedings of the First International Scientific Conference “Intelligent Information Technologies for Industry” (IITI’16).: Springer, 2016.
On the example of digital images there are investigated properties of the discrete Fourier transform (DFT) used to embed information into the phase spectrum. The investigation helped to form a new steganografic algorithm that can be used in case of non- compressed images. Peculiarity of the algorithm is changeable size of information put into the ...
Added: September 8, 2019
Усмонов Б. Ш., Evsyutin O., Iskhakov A. et al., , in: 2017 International Conference on Information Science and Communications Technologies (ICISCT).: IEEE, 2017. P. 1–4.
The article deals with the current problem of ensuring security when developing embedded technologies for the Internet of things. The authors analyze modern technological features of this concept; consider the main vulnerabilities of information security. An approach is proposed to protect the data transferred between the physical, logical and virtual components of the dedicated Internet ...
Added: September 8, 2019
Evsyutin O., Мещеряков Р. В., Соловьев Т. М. et al., , in: Journal of Physics: Conference SeriesVol. 803. Issue 1: International Conference on Information Technologies in Business and Industry 2016.: Institute of Physics Publishing, 2017. P. 1–6.
The aim of the study is to create a wide area information system that allows one to control processes of generation, embedding, extraction, and detection of steganographic information. In this paper, the following problems are considered: the definition of the system scope and the development of its architecture. For creation of algorithmic maintenance of the ...
Added: September 7, 2019
Evsyutin O., Осипов А. О., , in: CEUR Workshop ProceedingsVol. 1901: Proceedings of the International conference Information Technology and Nanotechnology. Session Image Processing, Geoinformation Technology and Information Security.: CEUR-WS, 2017. P. 55–64.
Methods of the steganography are characterized by such efficiency rates as invisibility, robustness and capacity. There is considered the maximum capacity support of the information embedding into the DCT-domain. It is investigated the known algorithm that realizes the adaptive information embedding into the digital images frequency domain. The adaptivity is reached due to the image ...
Added: September 6, 2019
Evsyutin O., Shelupanov A., Kokurina A. et al., , in: CEUR Workshop ProceedingsVol. 2081: Selected Papers of the VIII All-Russian Scientific and Technical Conference on Secure Information Technologies (BIT 2017).: CEUR-WS.org, 2017. P. 54–58.
The steganography point is in that, the fact of confidential data existence in some container was a secret for the third parties. Methods of the digital steganography allow to hide an information in different digital objects: images, audio-and video files. In particular, information hiding in digital images can be used successfully for its subsequent imperceptible ...
Added: September 6, 2019