C4.5: programs for machine learning
C4.5: programs for machine learning
The nature of statistical learning theory
The nature of statistical learning theory
Making large-scale support vector machine learning practical
Advances in kernel methods
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Detecting LSB Steganography in Color and Gray-Scale Images
IEEE MultiMedia
Attacks on Steganographic Systems
IH '99 Proceedings of the Third International Workshop on Information Hiding
An Implementation of Key-Based Digital Signal Steganography
IHW '01 Proceedings of the 4th International Workshop on Information Hiding
IHW '01 Proceedings of the 4th International Workshop on Information Hiding
Steganalysis of JPEG Images: Breaking the F5 Algorithm
IH '02 Revised Papers from the 5th International Workshop on Information Hiding
IH '02 Revised Papers from the 5th International Workshop on Information Hiding
Detecting Hidden Messages Using Higher-Order Statistics and Support Vector Machines
IH '02 Revised Papers from the 5th International Workshop on Information Hiding
DCC '97 Proceedings of the Conference on Data Compression
Image Segmentation Using Local Variation
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
A fast and effective steganalytic technique against JSteg-like algorithms
Proceedings of the 2003 ACM symposium on Applied computing
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Steganalysis of Data Hiding Techniques in Wavelet Domain
ITCC '04 Proceedings of the International Conference on Information Technology: Coding and Computing (ITCC'04) Volume 2 - Volume 2
On Estimation of Secret Message Length in JSteg-like Steganography
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04
Improving LSB steganalysis using marginal and joint probabilistic distributions
Proceedings of the 2004 workshop on Multimedia and security
Cyber warfare: steganography vs. steganalysis
Communications of the ACM - Voting systems
Reliable Detection of BPCS-Steganography in Natural Images
ICIG '04 Proceedings of the Third International Conference on Image and Graphics
Estimating the Support of a High-Dimensional Distribution
Neural Computation
Neural network based steganalysis in still images
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 1
Image Complexity and Feature Extraction for Steganalysis of LSB Matching Steganography
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 02
Blind Image Steganalysis Based on Statistical Analysis of Empirical Matrix
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 03
A New Steganalysis Method for Adaptive Spread Spectrum Steganography
IIH-MSP '06 Proceedings of the 2006 International Conference on Intelligent Information Hiding and Multimedia
IH'04 Proceedings of the 6th international conference on Information Hiding
Improved detection of LSB steganography in grayscale images
IH'04 Proceedings of the 6th international conference on Information Hiding
IH'05 Proceedings of the 7th international conference on Information Hiding
How realistic is photorealistic?
IEEE Transactions on Signal Processing
A new framework of LSB steganalysis of digital media
IEEE Transactions on Signal Processing - Part II
Detection of LSB steganography via sample pair analysis
IEEE Transactions on Signal Processing
Steganalysis using higher-order image statistics
IEEE Transactions on Information Forensics and Security
A feature-based classification technique for blind image steganalysis
IEEE Transactions on Multimedia
IEEE Transactions on Information Theory
A new blind method for detecting novel steganography
Digital Investigation: The International Journal of Digital Forensics & Incident Response
Spread spectrum image steganography
IEEE Transactions on Image Processing
Wavelet-based texture retrieval using generalized Gaussian density and Kullback-Leibler distance
IEEE Transactions on Image Processing
IEEE Transactions on Circuits and Systems for Video Technology
Adjustable prediction-based reversible data hiding
Digital Signal Processing
Implementation of Least Significant Bit Steganography and statistical steganalysis
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Steganography content detection by means of feedforward neural network
International Journal of Innovative Computing and Applications
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Steganography is the art of secret communication and steganalysis is the art of detecting the hidden messages embedded in digital media using steganography. Both steganography and steganalysis have received a great deal of attention from law enforcement and the media. In the past years many powerful and robust methods of steganography and steganalysis have been reported in the literature. In this paper, we classify and give an account of the various approaches that have been proposed for steganalysis. Some promising methods for statistical steganalysis have also been identified.