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A Study of Recent Advancement of Image Steganography


Authors : Sudipa Ghosh; Soumen Bhowmik

Volume/Issue : Volume 11 - 2026, Issue 5 - May


Google Scholar : https://tinyurl.com/4z6wpbbu

Scribd : https://tinyurl.com/yc6jmwtd

DOI : https://doi.org/10.38124/ijisrt/26May1051

Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.


Abstract : Due to today's availability of internet technology, there is much need for data security methods. With the growing usage of communication through the internet, it has become necessary to maintain the confidentiality of the data being used and transmitted. One such technique is steganography, whereby data or information is hidden in the form of an image. Image steganography refers to the method of hiding the existence of the communicated data in such a manner that the confidentiality of the message can be maintained in a digital image. Information can be concealed using this method in the form of text, image, or video inside the cover image in an invisible form. In this paper, a review and comparison of recent advancements in image steganography are discussed. Different methods, such as spatial domain, transform domain, encryption-based, and deep learning-based methods, have been studied. Performance parameters, including PSNR, MSE, embedding capacity, and robustness, have been compared. It has been found that the use of modern methods, especially those based on encryption and deep learning, offer better security and concealment of data.

Keywords : Image Steganography, LSB, DWT, AES, CNN, GAN, Data Hiding, Steganalysis.

References :

  1. S. K. Powar, H. T. Dinde, and R. M. Patil, “A Study and Literature Review on Various Image Steganography Techniques,” International Research Journal of Engineering and Technology (IRJET), Vol:07, pp: 3258- 3261, e-ISSN: 2395-0056, p-ISSN: 2395-0072, 08 Aug .2020.
  2. A. K. M. Parmar and K. Chouhan, “A Study and Literature Review on Image Steganography,” International Journal of Computer Computer Science and Information Technology (IJCSIT) , Vol: 6 (1), pp: 685-688, ISSN: 0975-9646, 2015 .
  3. A. S. Ansari, M. S. Mohammadi, and M. T. Parvez, “A Comparative Study of Recent Steganography Techniques for Multiple Image Formats,” International Journal of Computer Network and Information Security (IJCNIS), Vol-1, pp: 11-25, 08 Jan. 2019.
  4. N. Subramanian, O. Elharrouss, S. Al-Maadeed, and A. Bouridane, “Image Steganography: A Review of the Recent Advances,” IEEE Access, vol: 9, pp: 23409–23423, 25 Jan. 2021.
  5. V. D., S. H. K., and M. Tajuddin, “A Literature Review on Image Steganography Using AES,” International Research Journal of Engineering and Technology (IRJET), Vol:09,     pp: 1092-1096,  e-ISSN: 2395-0056, p-ISSN: 2395-0072, 01 Jan .2022
  6. R. S. Hameed, A. R. H. Ahmad, M. M. Taher, and S. S. Mokri, “A Literature Review of Various Steganography Methods,” Journal of Theoretical and Applied Information Technology (JATIT), Vol. 100. No 5, pp: 1412-1427, ISSN: 1992-8645, E-ISSN: 1817-3195, 15th March,2022.
  7. A. M. Alhomoud, “Image Steganography in Spatial Domain: Current Status, Techniques, and Trends”, Intelligent Automation & Soft Computing
    DOI:10.32604/iasc.2021.014773, 01 Nov. 2020
    https://www.techscience.com/iasc/v27n1/41146/html
  8. PNG File Format, https://en.wikipedia.org/wiki/PNG

Due to today's availability of internet technology, there is much need for data security methods. With the growing usage of communication through the internet, it has become necessary to maintain the confidentiality of the data being used and transmitted. One such technique is steganography, whereby data or information is hidden in the form of an image. Image steganography refers to the method of hiding the existence of the communicated data in such a manner that the confidentiality of the message can be maintained in a digital image. Information can be concealed using this method in the form of text, image, or video inside the cover image in an invisible form. In this paper, a review and comparison of recent advancements in image steganography are discussed. Different methods, such as spatial domain, transform domain, encryption-based, and deep learning-based methods, have been studied. Performance parameters, including PSNR, MSE, embedding capacity, and robustness, have been compared. It has been found that the use of modern methods, especially those based on encryption and deep learning, offer better security and concealment of data.

Keywords : Image Steganography, LSB, DWT, AES, CNN, GAN, Data Hiding, Steganalysis.

Paper Submission Last Date
30 - June - 2026

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