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Title: :  Simulation of Steganalysis using CNN
PaperId: :  18545
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 6 2022
DUI:    16.0415/IJARIIE-18545
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Mohammad Kaif KhanInstitute of Technology and Management, GIDA, Gorakhpur.
Shivani SinghInstitute of Technology and Management, GIDA, Gorakhpur.
Manushree JoshiInstitute of Technology and Management, GIDA, Gorakhpur.
Yash SahniInstitute of Technology and Management, GIDA, Gorakhpur.

Abstract

Computer Science and Engineering
Image Steganography, Steganalysis, Least Significant Bits (LSB), Convolutional Neural Network (CNN), Generative Adversarial Network (GAN).
Steganography is a technique of data hiding that embeds the secret message inside a digital media for providing a method of invisible communication. Different kinds of digital file formats can be used for steganography of which digital images are the most popular as it is present in a massive number in the internet. There exists a large variety of steganographic techniques, for hiding secret information in image. Several efforts are made to establish ways of detecting whether or not an image contains a steganographic element. Steganalysis is the technique of detecting the presence of steganography that can serve as an effective way to judge the security performance of steganographic techniques. In this paper, we provide an overview of digital image Steganalysis technique for detecting steganographic method and identify the area to look out for the hidden information. These techniques are discussed and analyzed in terms of their ability to detect secret message in an image file. We have also reviewed some researches on steganography. The main aim of this paper is to review the previous work done and available ways, present trends and discuss the challenges that are currently available in the studies. Along with these, the datasets that are commonly used and publicly available, the evaluation metrics considered are also discussed. Finally, a comparison on the performance among the methods and a possible discussion identifying the gaps in the present studies, pros and cons of the methods are elaborated.

Citations

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IJARIIE Mohammad Kaif Khan, Shivani Singh, Manushree Joshi, and Yash Sahni. "Simulation of Steganalysis using CNN" International Journal Of Advance Research And Innovative Ideas In Education Volume 8 Issue 6 2022 Page 144-149
MLA Mohammad Kaif Khan, Shivani Singh, Manushree Joshi, and Yash Sahni. "Simulation of Steganalysis using CNN." International Journal Of Advance Research And Innovative Ideas In Education 8.6(2022) : 144-149.
APA Mohammad Kaif Khan, Shivani Singh, Manushree Joshi, & Yash Sahni. (2022). Simulation of Steganalysis using CNN. International Journal Of Advance Research And Innovative Ideas In Education, 8(6), 144-149.
Chicago Mohammad Kaif Khan, Shivani Singh, Manushree Joshi, and Yash Sahni. "Simulation of Steganalysis using CNN." International Journal Of Advance Research And Innovative Ideas In Education 8, no. 6 (2022) : 144-149.
Oxford Mohammad Kaif Khan, Shivani Singh, Manushree Joshi, and Yash Sahni. 'Simulation of Steganalysis using CNN', International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 6, 2022, p. 144-149. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Simulation_of_Steganalysis_using_CNN_ijariie18545.pdf (Accessed : ).
Harvard Mohammad Kaif Khan, Shivani Singh, Manushree Joshi, and Yash Sahni. (2022) 'Simulation of Steganalysis using CNN', International Journal Of Advance Research And Innovative Ideas In Education, 8(6), pp. 144-149IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Simulation_of_Steganalysis_using_CNN_ijariie18545.pdf (Accessed : )
IEEE Mohammad Kaif Khan, Shivani Singh, Manushree Joshi, and Yash Sahni, "Simulation of Steganalysis using CNN," International Journal Of Advance Research And Innovative Ideas In Education, vol. 8, no. 6, pp. 144-149, Nov-Dec 2022. [Online]. Available: https://ijariie.com/AdminUploadPdf/Simulation_of_Steganalysis_using_CNN_ijariie18545.pdf [Accessed : ].
Turabian Mohammad Kaif Khan, Shivani Singh, Manushree Joshi, and Yash Sahni. "Simulation of Steganalysis using CNN." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 8 number 6 ().
Vancouver Mohammad Kaif Khan, Shivani Singh, Manushree Joshi, and Yash Sahni. Simulation of Steganalysis using CNN. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2022 [Cited : ]; 8(6) : 144-149. Available from: https://ijariie.com/AdminUploadPdf/Simulation_of_Steganalysis_using_CNN_ijariie18545.pdf
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