UM  > 科技學院
A pattern recognition system for JPEG steganography detection
Chen C.L.P.3; Chen M.-C.2; Agaian S.1; Zhou Y.3; Roy A.1; Rodriguez B.M.4
Source PublicationOptics Communications

This paper builds up a pattern recognition system to detect anomalies in JPEG images, especially steganographic content. The system consists of feature generation, feature ranking and selection, feature extraction, and pattern classification. These processes tend to capture image characteristics, reduce the problem dimensionality, eliminate the noise inferences between features, and further improve classification accuracies on clean and steganography JPEG images. Based on the discussion and analysis of six popular JPEG steganography methods, the entire recognition system results in higher classification accuracies between clean and steganography classes compared to merely using individual feature subset for JPEG steganography detection. The strength of feature combination and preprocessing has been integrated even when a small amount of information is embedded. The work demonstrated in this paper is extensible and can be improved by integrating various new and current techniques. © 2012 Elsevier B.V. All rights reserved.

KeywordFeature Generation Feature Ranking And Selection Pattern Classification Pattern Recognition System Steganography Detection
URLView the original
Indexed BySCI
WOS Research AreaOptics
WOS SubjectOptics
WOS IDWOS:000309081600020
Fulltext Access
Citation statistics
Cited Times [WOS]:1   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionFaculty of Science and Technology
Corresponding AuthorZhou Y.
Affiliation1.University of Texas at San Antonio
2.Montgomery College
3.Universidade de Macau
4.The Johns Hopkins University Applied Physics Laboratory
Recommended Citation
GB/T 7714
Chen C.L.P.,Chen M.-C.,Agaian S.,et al. A pattern recognition system for JPEG steganography detection[J]. Optics Communications,2012,285(21-22):4252-4261.
APA Chen C.L.P.,Chen M.-C.,Agaian S.,Zhou Y.,Roy A.,&Rodriguez B.M..(2012).A pattern recognition system for JPEG steganography detection.Optics Communications,285(21-22),4252-4261.
MLA Chen C.L.P.,et al."A pattern recognition system for JPEG steganography detection".Optics Communications 285.21-22(2012):4252-4261.
Related Services
Recommend this item
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Chen C.L.P.]'s Articles
[Chen M.-C.]'s Articles
[Agaian S.]'s Articles
Baidu academic
Similar articles in Baidu academic
[Chen C.L.P.]'s Articles
[Chen M.-C.]'s Articles
[Agaian S.]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Chen C.L.P.]'s Articles
[Chen M.-C.]'s Articles
[Agaian S.]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.