The nature of statistical learning theory
The nature of statistical learning theory
IHW '01 Proceedings of the 4th 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
Perturbed quantization steganography with wet paper codes
Proceedings of the 2004 workshop on Multimedia and security
Statistically undetectable jpeg steganography: dead ends challenges, and opportunities
Proceedings of the 9th workshop on Multimedia & security
Detecting LSB matching by applying calibration technique for difference image
Proceedings of the 10th ACM workshop on Multimedia and security
Proceedings of the 10th ACM workshop on Multimedia and security
Proceedings of the 11th ACM workshop on Multimedia and security
Steganalysis by subtractive pixel adjacency matrix
Proceedings of the 11th ACM workshop on Multimedia and security
A Markov process based approach to effective attacking JPEG steganography
IH'06 Proceedings of the 8th international conference on Information hiding
Modified matrix encoding technique for minimal distortion steganography
IH'06 Proceedings of the 8th international conference on Information hiding
YASS: yet another steganographic scheme that resists blind steganalysis
IH'07 Proceedings of the 9th international conference on Information hiding
A fusion of maximum likelihood and structural steganalysis
IH'07 Proceedings of the 9th international conference on Information hiding
A graph–theoretic approach to steganography
CMS'05 Proceedings of the 9th IFIP TC-6 TC-11 international conference on Communications and Multimedia Security
Blind statistical steganalysis of additive steganography using wavelet higher order statistics
CMS'05 Proceedings of the 9th IFIP TC-6 TC-11 international conference on Communications and Multimedia Security
IH'04 Proceedings of the 6th international conference on Information Hiding
IH'05 Proceedings of the 7th international conference on Information Hiding
A general framework for structural steganalysis of LSB replacement
IH'05 Proceedings of the 7th international conference on Information Hiding
Multiclass Detector of Current Steganographic Methods for JPEG Format
IEEE Transactions on Information Forensics and Security
Steganalysis of LSB matching based on statistical modeling of pixel difference distributions
Information Sciences: an International Journal
On dangers of overtraining steganography to incomplete cover model
Proceedings of the thirteenth ACM multimedia workshop on Multimedia and security
A new methodology in steganalysis: breaking highly undetectable steganograpy (HUGO)
IH'11 Proceedings of the 13th international conference on Information hiding
Breaking HUGO: the process discovery
IH'11 Proceedings of the 13th international conference on Information hiding
Steganalysis of content-adaptive steganography in spatial domain
IH'11 Proceedings of the 13th international conference on Information hiding
Video steganography with perturbed motion estimation
IH'11 Proceedings of the 13th international conference on Information hiding
Shift recompression-based feature mining for detecting content-aware scaled forgery in JPEG images
Proceedings of the Twelfth International Workshop on Multimedia Data Mining
A comprehensive study on third order statistical features for image splicing detection
IWDW'11 Proceedings of the 10th international conference on Digital-Forensics and Watermarking
New feature presentation of transition probability matrix for image tampering detection
IWDW'11 Proceedings of the 10th international conference on Digital-Forensics and Watermarking
Adaptive image data hiding in edges using patched reference table and pair-wise embedding technique
Information Sciences: an International Journal
Blind median filtering detection using statistics in difference domain
IH'12 Proceedings of the 14th international conference on Information Hiding
Steganalysis of LSB replacement using parity-aware features
IH'12 Proceedings of the 14th international conference on Information Hiding
An improvement of diamond encoding using characteristic value positioning and modulus function
Journal of Systems and Software
Digital image steganography using universal distortion
Proceedings of the first ACM workshop on Information hiding and multimedia security
Distortion function designing for JPEG steganography with uncompressed side-image
Proceedings of the first ACM workshop on Information hiding and multimedia security
Moving steganography and steganalysis from the laboratory into the real world
Proceedings of the first ACM workshop on Information hiding and multimedia security
Steganalysis of a PVD-based content adaptive image steganography
Signal Processing
Steganalysis of F5-like steganography based on selection of joint distribution features
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Message in a bottle: sailing past censorship
Proceedings of the 29th Annual Computer Security Applications Conference
New channel selection criterion for spatial domain steganography
IWDW'12 Proceedings of the 11th international conference on Digital Forensics and Watermaking
Calibration based reliable detector for detecting LSB matching steganography
IWDW'12 Proceedings of the 11th international conference on Digital Forensics and Watermaking
Robust median filtering detection based on filtered residual
IWDW'12 Proceedings of the 11th international conference on Digital Forensics and Watermaking
Two notes from experimental study on image steganalysis
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories
Secret sharing with multi-cover adaptive steganography
Information Sciences: an International Journal
Blacknoise: lightweight low-fi steganography in defense of free speech
Proceedings of the 4th Annual Symposium on Computing for Development
A novel blind detector for additive noise steganography in JPEG decompressed images
Multimedia Tools and Applications
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This paper presents a method for detection of steganographic methods that embed in the spatial domain by adding a low-amplitude independent stego signal, an example of which is least significant bit (LSB) matching. First, arguments are provided for modeling the differences between adjacent pixels using firstorder and second-order Markov chains. Subsets of sample transition probability matrices are then used as features for a steganalyzer implemented by support vector machines. The major part of experiments, performed on four diverse image databases, focuses on evaluation of detection of LSB matching. The comparison to prior art reveals that the presented feature set offers superior accuracy in detecting LSB matching. Even though the feature set was developed specifically for spatial domain steganalysis, by constructing steganalyzers for ten algorithms for JPEG images, it is demonstrated that the features detect steganography in the transform domain as well.