Deep learning for steganalysis of diverse data types: A review of methods, taxonomy, challenges and future directions

H Kheddar, M Hemis, Y Himeur, D Megías, A Amira - Neurocomputing, 2024 - Elsevier
Steganography and steganalysis are two interrelated aspects of the field of information
security. Steganography seeks to conceal communications, whereas steganalysis aims to …

Digital audio steganography: Systematic review, classification, and analysis of the current state of the art

AA AlSabhany, AH Ali, F Ridzuan, AH Azni… - Computer Science …, 2020 - Elsevier
Audio steganography is the process of hiding a message inside an audio container. This
study aims to present a systematic review of audio steganography methods. Existing reviews …

Temporal derivative-based spectrum and mel-cepstrum audio steganalysis

Q Liu, AH Sung, M Qiao - IEEE Transactions on Information …, 2009 - ieeexplore.ieee.org
To improve a recently developed mel-cepstrum audio steganalysis method, we present in
this paper a method based on Fourier spectrum statistics and mel-cepstrum coefficients …

Feature selection in multimedia: the state-of-the-art review

PY Lee, WP Loh, JF Chin - Image and vision computing, 2017 - Elsevier
Multimedia data mining, particularly feature selection (FS), has been successfully applied in
recent classification and recognition works. However, only a few studies in the contemporary …

Derivative-based audio steganalysis

Q Liu, AH Sung, M Qiao - ACM Transactions on Multimedia Computing …, 2011 - dl.acm.org
This article presents a second-order derivative-based audio steganalysis. First, Mel-
cepstrum coefficients and Markov transition features from the second-order derivative of the …

Audio steganalysis based on reversed psychoacoustic model of human hearing

H Ghasemzadeh, MT Khass, MK Arjmandi - Digital signal processing, 2016 - Elsevier
During the last decade, audio information hiding has attracted lots of attention due to its
ability to provide a covert communication channel. On the other hand, various audio …

MP3 audio steganalysis

M Qiao, AH Sung, Q Liu - Information sciences, 2013 - Elsevier
MP3, one of the most widely used digital audio formats, provides a high compression ratio
with faithful quality. The widespread use enables MP3 audio files to become excellent …

Chaotic-type features for speech steganalysis

OH Koçal, E Yuruklu, I Avcibas - IEEE Transactions on …, 2008 - ieeexplore.ieee.org
We investigate the use of chaotic-type features for recorded speech steganalysis.
Considering that data hiding within a speech signal distorts the chaotic properties of the …

Digital media steganalysis

R Tabares-Soto, R Ramos-Pollán, G Isaza… - Digital Media …, 2020 - Elsevier
Steganography is the process of hiding messages inside an object known as a carrier. The
idea is establishing a covert communication channel where messages go unnoticed by …

Comprehensive review of audio steganalysis methods

H Ghasemzadeh, MH Kayvanrad - IET Signal Processing, 2018 - Wiley Online Library
Recently, merging signal processing techniques with information security services has
drawn a lot of attention. Steganography and steganalysis are among those trends. Like their …