A DCT-based Mod4 steganographic method
Signal Processing
Least significant bit steganography detection with machine learning techniques
Proceedings of the 2007 international workshop on Domain driven data mining
Statistically undetectable jpeg steganography: dead ends challenges, and opportunities
Proceedings of the 9th workshop on Multimedia & security
Review: A review on blind detection for image steganography
Signal Processing
On completeness of feature spaces in blind steganalysis
Proceedings of the 10th ACM workshop on Multimedia and security
Novelty detection in blind steganalysis
Proceedings of the 10th ACM workshop on Multimedia and security
Blind Image Watermark Analysis Using Feature Fusion and Neural Network Classifier
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks, Part II
Message estimation for universal steganalysis using multi-classification support vector machine
Computer Standards & Interfaces
A Data Mapping Method for Steganography and Its Application to Images
Information Hiding
Benchmarking for Steganography
Information Hiding
Steganalysis of Multi Bit Plane Image Steganography
IWDW '07 Proceedings of the 6th International Workshop on Digital Watermarking
StegErmelc: A Novel DCT-Based Steganographic Method Using Three Strategies
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
A Survey of Passive Image Tampering Detection
IWDW '09 Proceedings of the 8th International Workshop on Digital Watermarking
Temporal derivative-based spectrum and mel-cepstrum audio steganalysis
IEEE Transactions on Information Forensics and Security
Intrinsic sensor noise features for forensic analysis on scanners and scanned images
IEEE Transactions on Information Forensics and Security
A high-capacity steganography scheme for JPEG2000 baseline system
IEEE Transactions on Image Processing
Evaluation of Feature Selection Measures for Steganalysis
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
Steganalysis of LSB based image steganography using spatial and frequency domain features
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Accurate detection of demosaicing regularity for digital image forensics
IEEE Transactions on Information Forensics and Security - Special issue on electronic voting
Information Sciences: an International Journal
A structured approach to detect scanner-printer used in generating fake document
ICISS'07 Proceedings of the 3rd international conference on Information systems security
Secure steganography using gabor filter and neural networks
Transactions on data hiding and multimedia security III
Classification of steganalysis techniques: A study
Digital Signal Processing
Expert Systems with Applications: An International Journal
Simple algorithmic modifications for improving blind steganalysis performance
Proceedings of the 12th ACM workshop on Multimedia and security
CBS: Contourlet-Based Steganalysis Method
Journal of Signal Processing Systems
Region duplication detection using image feature matching
IEEE Transactions on Information Forensics and Security
Improved steganographic method preserving pixel-value differencing histogram with modulus function
EURASIP Journal on Advances in Signal Processing
The influence of the image basis on modeling and steganalysis performance
IH'10 Proceedings of the 12th international conference on Information hiding
Ternary data hiding technique for JPEG steganography
IWDW'10 Proceedings of the 9th international conference on Digital watermarking
Vision of the unseen: Current trends and challenges in digital image and video forensics
ACM Computing Surveys (CSUR)
Derivative-based audio steganalysis
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Multimedia Tools and Applications
KL-sense secure image steganography
International Journal of Security and Networks
Parameter-estimation and algorithm-selection based United-Judgment for image steganalysis
Multimedia Tools and Applications
Universal JPEG steganalysis in the compressed frequency domain
IWDW'06 Proceedings of the 5th international conference on Digital Watermarking
A Comparative Survey on Cryptology-Based Methodologies
International Journal of Information Security and Privacy
Information Sciences: an International Journal
Statistical detection of LSB matching using hypothesis testing theory
IH'12 Proceedings of the 14th international conference on Information Hiding
Moving steganography and steganalysis from the laboratory into the real world
Proceedings of the first ACM workshop on Information hiding and multimedia security
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Techniques for information hiding (steganography) are becoming increasingly more sophisticated and widespread. With high-resolution digital images as carriers, detecting hidden messages is also becoming considerably more difficult. We describe a universal approach to steganalysis for detecting the presence of hidden messages embedded within digital images. We show that, within multiscale, multiorientation image decompositions (e.g., wavelets), first- and higher-order magnitude and phase statistics are relatively consistent across a broad range of images, but are disturbed by the presence of embedded hidden messages. We show the efficacy of our approach on a large collection of images, and on eight different steganographic embedding algorithms.