Steganalysis of audio based on audio quality metries

被引:44
|
作者
Özer, H [1 ]
Avcibas, I [1 ]
Sankur, B [1 ]
Memon, N [1 ]
机构
[1] Bogazici Univ, Dept Elect & Elect Engn, Istanbul, Turkey
关键词
Steganalysis; watermarking; audio quality measures; feature selection; support vector machine;
D O I
10.1117/12.477313
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Classification of audio documents as bearing hidden information or not is a security issue addressed in the context of steganalysis. A cover audio object can be converted into a stego-audio object via steganographic methods. In this study we present a statistical method to detect the presence of hidden messages in audio signals. The basic idea is that, the distribution of various statistical distance measures, calculated on cover audio signals and on stego-audio signals vis-a-vis their denoised versions, are statistically different. The design of audio steganalyzer relies on the choice of these audio quality measures and the construction of a two-class classifier. Experimental results show that the proposed technique can be used to detect the presence of hidden messages in digital audio data.
引用
收藏
页码:55 / 66
页数:12
相关论文
共 50 条
  • [1] Evolving GA classifier for audio steganalysis based on audio quality metrics
    Geetha, S.
    Sindhu, Siva S. Sivatha
    Gobi, S.
    Kannan, A.
    [J]. FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT SENSING AND INFORMATION PROCESSSING, PROCEEDINGS, 2006, : 105 - +
  • [2] Derivative-Based Audio Steganalysis
    Liu, Qingzhong
    Sung, Andrew H.
    Qiao, Mengyu
    [J]. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2011, 7 (03)
  • [3] Improvement of Information Fusion Based Audio Steganalysis
    Kraetzer, Christian
    Dittmann, Jana
    [J]. MULTIMEDIA ON MOBILE DEVICES 2010, 2010, 7542
  • [4] A BLIND AUDIO STEGANALYSIS BASED ON FEATURE FUSION
    Wei Yifang Guo Li Wang Yujie Wang Cuiping (Department of Electronic Science and Technology
    [J]. Journal of Electronics(China), 2011, 28 (03) : 265 - 276
  • [5] Steganalysis of audio: Attacking the Steghide
    Ru, XM
    Zhang, HJ
    Huang, X
    [J]. Proceedings of 2005 International Conference on Machine Learning and Cybernetics, Vols 1-9, 2005, : 3937 - 3942
  • [6] Lightweight AAC Audio Steganalysis Model Based on ResNeXt
    Wei, Zhongyuan
    Wang, Kaixi
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [7] AUDIO STEGANALYSIS OF DSSS BASED ON STATISTICAL MOMENTS OF HISTOGRAM
    Wang Cuiping Guo Li Wang Yujie (Department of Electronic Science and Technology
    [J]. Journal of Electronics(China), 2009, 26 (05) : 659 - 665
  • [8] Reversed-Mel Cepstrum Based Audio Steganalysis
    Ghasemzadeh, Hamzeh
    Arjmandi, Meisam Khalil
    [J]. 2014 4TH INTERNATIONAL CONFERENCE ON COMPUTER AND KNOWLEDGE ENGINEERING (ICCKE), 2014, : 679 - 684
  • [9] A new audio steganalysis method based on linear prediction
    Han, Chunling
    Xue, Rui
    Zhang, Rui
    Wang, Xueqing
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2018, 77 (12) : 15431 - 15455
  • [10] A new audio steganalysis method based on linear prediction
    Chunling Han
    Rui Xue
    Rui Zhang
    Xueqing Wang
    [J]. Multimedia Tools and Applications, 2018, 77 : 15431 - 15455