DocumentCode
2872198
Title
Using Higher Order DCT Difference to Effective Improve Markov Process Based JPEG Steganalysis Detection Rate
Author
Yang, Guibin ; Zhang, Hongbin
Author_Institution
Coll. of Comput. Sci., Beijing Univ. of Technol., Beijing, China
Volume
2
fYear
2009
fDate
18-19 July 2009
Firstpage
47
Lastpage
50
Abstract
In recent, a Markov Process based approach has been proposed to effective attacking JPEG Steganography, and the experimental works had demonstrated that scheme has outperformed the existing steganalyzers in attacking JPEG steganography. To improve that original Markov Process based approach, several variants based that scheme has been proposed and experimented including using JPEG 1D array, using higher order difference of JPEG DCT coefficients, using inter-block 1D array and separating the DCT coefficients to several groups. Support vector machines (SVM) are utilized as classifier. The experimental works are presented to demonstrate that using intra-block JPEG 2-D array and second order difference can significantly improve detection rate.
Keywords
Markov processes; discrete cosine transforms; image classification; image coding; steganography; support vector machines; JPEG steganalysis detection rate; Markov process; higher order DCT coefficient difference; image classifier; inter-block 1D array; support vector machine; Art; Discrete cosine transforms; Educational institutions; Feature extraction; Information processing; Markov processes; Statistics; Steganography; Support vector machine classification; Support vector machines; JPEG DCT Coefficients; Markov Process; Steganalysis; Steganography; Support Vector Machine(SVM);
fLanguage
English
Publisher
ieee
Conference_Titel
Information Processing, 2009. APCIP 2009. Asia-Pacific Conference on
Conference_Location
Shenzhen
Print_ISBN
978-0-7695-3699-6
Type
conf
DOI
10.1109/APCIP.2009.148
Filename
5197133
Link To Document