Radiometric CCD camera calibration and noise estimation
IEEE Transactions on Pattern Analysis and Machine Intelligence
A steganographic method for images by pixel-value differencing
Pattern Recognition Letters
A new approach to reliable detection of LSB steganography in natural images
Signal Processing - Special section: Security of data hiding technologies
Local Approximation Techniques in Signal and Image Processing (SPIE Press Monograph Vol. PM157)
Local Approximation Techniques in Signal and Image Processing (SPIE Press Monograph Vol. PM157)
Fast communication: Steganography and error-correcting codes
Signal Processing
Review: A review on blind detection for image steganography
Signal Processing
Digital Watermarking and Steganography
Digital Watermarking and Steganography
Steganography in Digital Media: Principles, Algorithms, and Applications
Steganography in Digital Media: Principles, Algorithms, and Applications
Data hiding based on the similarity between neighboring pixels with reversibility
Digital Signal Processing
Edge adaptive image steganography based on LSB matching revisited
IEEE Transactions on Information Forensics and Security
Classification of steganalysis techniques: A study
Digital Signal Processing
Steganalysis of LSB matching based on statistical modeling of pixel difference distributions
Information Sciences: an International Journal
Advanced Statistical Steganalysis
Advanced Statistical Steganalysis
"Break our steganographic system": the ins and outs of organizing BOSS
IH'11 Proceedings of the 13th international conference on Information hiding
Statistical decision methods in hidden information detection
IH'11 Proceedings of the 13th international conference on Information hiding
A cover image model for reliable steganalysis
IH'11 Proceedings of the 13th international conference on Information hiding
IEEE Transactions on Signal Processing
Detection of hiding in the least significant bit
IEEE Transactions on Signal Processing - Part II
Steganalysis using higher-order image statistics
IEEE Transactions on Information Forensics and Security
Adaptive Data Hiding in Edge Areas of Images With Spatial LSB Domain Systems
IEEE Transactions on Information Forensics and Security
Performance Measures for Neyman–Pearson Classification
IEEE Transactions on Information Theory
Practical Poissonian-Gaussian Noise Modeling and Fitting for Single-Image Raw-Data
IEEE Transactions on Image Processing
Statistical detection of LSB matching using hypothesis testing theory
IH'12 Proceedings of the 14th international conference on Information Hiding
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This paper addresses the problem of detecting the presence of data hidden in digital media by the Least Significant Bit (LSB) matching scheme. In a theoretical context of known digital medium parameters, two important results are presented. First, the use of hypothesis testing theory allows the design of the Most Powerful (MP) test. Second, a study of the MP test provides the opportunity to analytically calculate its statistical properties in order to warrant a given probability of false-alarm. In practice when detecting LSB matching, the unknown medium parameters have to be estimated. Based on a local model of medium content, two different estimations which lead to two different tests are present. A numerical comparison with state-of-the-art detectors shows the good performance of the proposed tests and highlights the relevance of the proposed methodology.