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.
|PDF - Accepted Version|
Official URL: http://dx.doi.org/10.1007/978-3-642-04438-0_29
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 (UNSPECIFIED)|
|Additional Information:||The original publication is available at http://www.springerlink.com|
|Divisions:||Faculty of Engineering and Physical Sciences > Computing Science|
|Deposited By:||Symplectic Elements|
|Deposited On:||08 Dec 2011 12:16|
|Last Modified:||08 Jun 2013 14:55|
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