Discrete-time signal processing (2nd ed.)
Discrete-time signal processing (2nd ed.)
An Implementation of Key-Based Digital Signal Steganography
IHW '01 Proceedings of the 4th International Workshop on Information Hiding
Digital Image Processing (3rd Edition)
Digital Image Processing (3rd Edition)
Image Complexity and Feature Extraction for Steganalysis of LSB Matching Steganography
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 02
Image complexity and feature mining for steganalysis of least significant bit matching steganography
Information Sciences: an International Journal
A Novel Steganalysis Algorithm of Phase Coding in Audio Signal
ALPIT '07 Proceedings of the Sixth International Conference on Advanced Language Processing and Web Information Technology (ALPIT 2007)
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
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
A Markov process based approach to effective attacking JPEG steganography
IH'06 Proceedings of the 8th international conference on Information hiding
Pros and cons of mel-cepstrum based audio steganalysis using SVM classification
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
IH'04 Proceedings of the 6th international conference on Information Hiding
How realistic is photorealistic?
IEEE Transactions on Signal Processing
Revealing real quality of double compressed MP3 audio
Proceedings of the international conference on Multimedia
Neighboring joint density-based JPEG steganalysis
ACM Transactions on Intelligent Systems and Technology (TIST)
A review of the audio and video steganalysis algorithms
Proceedings of the 48th Annual Southeast Regional Conference
A method to detect JPEG-based double compression
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
A JPEG-based statistically invisible steganography
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
MiFor '11 Proceedings of the 3rd international ACM workshop on Multimedia in forensics and intelligence
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 new scheme for covert communication via 3G encoded speech
Computers and Electrical Engineering
Audio steganalysis based on lossless data-compression techniques
ICICS'12 Proceedings of the 14th international conference on Information and Communications Security
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In this paper, we present a novel stream data mining for audio steganalysis, based on second order derivative of audio streams. We extract Mel-cepstrum coefficients and Markov transition features on the second order derivative, a support vector machine is applied to the features for discovery of the existence of covert message in digital audios. We also explore the relation between signal complexity and detection performance on digital audios, which has not been studied previously. Our study shows that, in comparison with a recently proposed signal stream based Mel-cepstrum steganalysis, our method prominently improves the detection performance, which is not only related to information-hiding ratio but also signal complexity. Generally speaking, signal stream based Mel-cepstrum audio steganalysis performs well in steganalysis of audios with low signal complexity; it does not work so well on audios with high signal complexity. Our stream mining approach for audio steganalysis gains significant advantage in each category of signal complexity - especially in audios with high signal complexity, and thus improves the state of the art in audio steganalysis.