On the Performance of Wavelet Decomposition Steganalysis with JSteg Steganography

Wahab, AWA, Briffa, JA and Schaathun, HG On the Performance of Wavelet Decomposition Steganalysis with JSteg Steganography In: Digital Watermarking7th International Workshop, IWDW 2008, 2008-11-10 - 2008-11-12, Busan, Korea.

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Abstract

In this paper, we study the wavelet decomposition based steganalysis technique due to Lyu and Farid. Specifically we focus on its performance with JSteg steganograpy. It has been claimed that the Lyu-Farid technique can defeat JSteg; we confirm this using different images for the training and test sets of the SVM classifier. We also show that the technique heavily depends on the characteristics of training and test set. This is a problem for real-world implementation since the image source cannot necessarily be determined. With a wide range of image sources, training the classifier becomes problematic. By focusing only on different camera makes we show that steganalysis performances significantly less effective for cover images from certain sources.

Item Type:	Conference or Workshop Item (Conference Paper)
Divisions :	Faculty of Engineering and Physical Sciences > Computing Science
Authors :	Name Email ORCID Wahab, AWA UNSPECIFIED UNSPECIFIED Briffa, JA UNSPECIFIED UNSPECIFIED Schaathun, HG UNSPECIFIED UNSPECIFIED
Identification Number :	10.1007/978-3-642-04438-0_29
Copyright Disclaimer :	The final publication is available at Springer via http://dx.doi.org/10.1007/978-3-642-04438-0_29
Contributors :	Contribution Name Email ORCID http://www.loc.gov/loc.terms/relators/PBL Springer, UNSPECIFIED UNSPECIFIED
Depositing User :	Symplectic Elements
Date Deposited :	08 Dec 2011 12:16
Last Modified :	26 Jul 2017 11:35
URI:	http://epubs.surrey.ac.uk/id/eprint/7660

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