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
Detection of LSB Steganography via Sample Pair Analysis
IH '02 Revised Papers from the 5th International Workshop on Information Hiding
IH '02 Revised Papers from the 5th International Workshop on Information Hiding
Image Segmentation Using Local Variation
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Reliable detection of LSB steganography in color and grayscale images
MM&Sec '01 Proceedings of the 2001 workshop on Multimedia and security: new challenges
LSB steganalysis based on high-order statistics
MM&Sec '05 Proceedings of the 7th workshop on Multimedia and security
Searching and detecting spatial LSB steganographic images on the internet
PDCN'06 Proceedings of the 24th IASTED international conference on Parallel and distributed computing and networks
Least significant bit steganography detection with machine learning techniques
Proceedings of the 2007 international workshop on Domain driven data mining
Proceedings of the 9th workshop on Multimedia & security
Image complexity and feature mining for steganalysis of least significant bit matching steganography
Information Sciences: an International Journal
Histogram-based undetectable fidelity image in steganography as MSB controller
Proceedings of the 2nd international conference on Ubiquitous information management and communication
A fast and effective method to detect multiple least significant bits steganography
Proceedings of the 2008 ACM symposium on Applied computing
The square root law of steganographic capacity
Proceedings of the 10th ACM workshop on Multimedia and security
An improvement of EMD embedding method for large payloads by pixel segmentation strategy
Image and Vision Computing
High Capacity Data Hiding for Grayscale Images
Fundamenta Informaticae
Steganalysis of Multi Bit Plane Image Steganography
IWDW '07 Proceedings of the 6th International Workshop on Digital Watermarking
IWDW '07 Proceedings of the 6th International Workshop on Digital Watermarking
An information hiding scheme by applying the dynamic programming strategy to LSB matching revisited
Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication
LSB-Based Steganography Using Reflected Gray Code
IEICE - Transactions on Information and Systems
Digital Watermarking and Steganography
Digital Watermarking and Steganography
Proceedings of the 11th ACM workshop on Multimedia and security
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Improved detection and evaluation for JPEG steganalysis
MM '09 Proceedings of the 17th ACM international conference on Multimedia
On Using LSB Matching Function for Data Hiding in Pixels
Fundamenta Informaticae
One-third probability embedding: Less detectable LSB steganography
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Near-optimal solution to pair-wise LSB matching via an immune programming strategy
Information Sciences: an International Journal
An improved approach to steganalysis of JPEG images
Information Sciences: an International Journal
LTSB steganalysis based on quartic equation
Transactions on data hiding and multimedia security II
Generalised category attack: improving histogram-based attack on JPEG LSB embedding
IH'07 Proceedings of the 9th international conference on Information hiding
Classification of steganalysis techniques: A study
Digital Signal Processing
Simple algorithmic modifications for improving blind steganalysis performance
Proceedings of the 12th ACM workshop on Multimedia and security
Neighboring joint density-based JPEG steganalysis
ACM Transactions on Intelligent Systems and Technology (TIST)
The influence of the image basis on modeling and steganalysis performance
IH'10 Proceedings of the 12th international conference on Information hiding
A steganographic scheme by fully exploiting modification directions
Expert Systems with Applications: An International Journal
An efficient high payload ±1 data embedding scheme
Multimedia Tools and Applications
Steganalysis of DCT-embedding based adaptive steganography and YASS
Proceedings of the thirteenth ACM multimedia workshop on Multimedia and security
A JPEG-based statistically invisible steganography
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Assessment of steganalytic methods using multiple regression models
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
New steganalysis methodology: LR cube analysis for the detection of LSB steganography
IH'05 Proceedings of the 7th international conference on Information Hiding
Resampling operations as features for detecting LSB replacement and LSB matching in color images
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
Category attack for LSB steganalysis of JPEG images
IWDW'06 Proceedings of the 5th international conference on Digital Watermarking
High Capacity Data Hiding for Grayscale Images
Fundamenta Informaticae
A steganalysis by adjacency pixel bits structure
Computers and Electrical Engineering
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We consider methods for answering reliably the question of whether an image contains hidden data; the focus is on grayscale bitmap images and simple LSB steganography. Using a distributed computation network and a library of over 30,000 images we have been carefully evaluating the reliability of various steganalysis methods. The results suggest a number of improvements to the standard techiques, with particular benefits gained by not attempting to estimate the hidden message length. Extensive experimentation shows that the improved methods allow reliable detection of LSB steganography with between 2 and 6 times smaller embedded messages.