Image steganalysis based on moments of characteristic functions using wavelet decomposition, prediction-error image, and neural network

Yun Q. Shi; Guorong Xuan; Dekun Zou; Jianjiong Gao; Chengyun Yang; Zhenping Zhang; Peiqi Chai; Wen Chen; Chunhua Chen

doi:10.1109/ICME.2005.1521412

Image steganalysis based on moments of characteristic functions using wavelet decomposition, prediction-error image, and neural network

Yun Q. Shi, Guorong Xuan, Dekun Zou, Jianjiong Gao, Chengyun Yang, Zhenping Zhang, Peiqi Chai, Wen Chen, Chunhua Chen

Electrical and Computer Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

143 Scopus citations

Abstract

In this paper, a general blind image steganalysis system is proposed, in which the statistical moments of characteristic functions of the prediction-error image, the test image, and their wavelet subbands are selected as features. Artificial neural network is utilized as the classifier. The performance of the proposed steganalysis system is significantly superior to the prior arts.

Original language	English (US)
Title of host publication	IEEE International Conference on Multimedia and Expo, ICME 2005
Pages	269-272
Number of pages	4
DOIs	https://doi.org/10.1109/ICME.2005.1521412
State	Published - 2005
Event	IEEE International Conference on Multimedia and Expo, ICME 2005 - Amsterdam, Netherlands Duration: Jul 6 2005 → Jul 8 2005

Publication series

Name	IEEE International Conference on Multimedia and Expo, ICME 2005
Volume	2005

Other

Other	IEEE International Conference on Multimedia and Expo, ICME 2005
Country/Territory	Netherlands
City	Amsterdam
Period	7/6/05 → 7/8/05

All Science Journal Classification (ASJC) codes

General Engineering

Access to Document

10.1109/ICME.2005.1521412

Cite this

Shi, Y. Q., Xuan, G., Zou, D., Gao, J., Yang, C., Zhang, Z., Chai, P., Chen, W., & Chen, C. (2005). Image steganalysis based on moments of characteristic functions using wavelet decomposition, prediction-error image, and neural network. In IEEE International Conference on Multimedia and Expo, ICME 2005 (pp. 269-272). Article 1521412 (IEEE International Conference on Multimedia and Expo, ICME 2005; Vol. 2005). https://doi.org/10.1109/ICME.2005.1521412

@inproceedings{f10fb93d6bf1401ca461f8f2d0c738c8,

title = "Image steganalysis based on moments of characteristic functions using wavelet decomposition, prediction-error image, and neural network",

abstract = "In this paper, a general blind image steganalysis system is proposed, in which the statistical moments of characteristic functions of the prediction-error image, the test image, and their wavelet subbands are selected as features. Artificial neural network is utilized as the classifier. The performance of the proposed steganalysis system is significantly superior to the prior arts.",

author = "Shi, {Yun Q.} and Guorong Xuan and Dekun Zou and Jianjiong Gao and Chengyun Yang and Zhenping Zhang and Peiqi Chai and Wen Chen and Chunhua Chen",

year = "2005",

doi = "10.1109/ICME.2005.1521412",

language = "English (US)",

isbn = "0780393325",

series = "IEEE International Conference on Multimedia and Expo, ICME 2005",

pages = "269--272",

booktitle = "IEEE International Conference on Multimedia and Expo, ICME 2005",

note = "IEEE International Conference on Multimedia and Expo, ICME 2005 ; Conference date: 06-07-2005 Through 08-07-2005",

}

Shi, YQ, Xuan, G, Zou, D, Gao, J, Yang, C, Zhang, Z, Chai, P, Chen, W & Chen, C 2005, Image steganalysis based on moments of characteristic functions using wavelet decomposition, prediction-error image, and neural network. in IEEE International Conference on Multimedia and Expo, ICME 2005., 1521412, IEEE International Conference on Multimedia and Expo, ICME 2005, vol. 2005, pp. 269-272, IEEE International Conference on Multimedia and Expo, ICME 2005, Amsterdam, Netherlands, 7/6/05. https://doi.org/10.1109/ICME.2005.1521412

Image steganalysis based on moments of characteristic functions using wavelet decomposition, prediction-error image, and neural network. / Shi, Yun Q.; Xuan, Guorong; Zou, Dekun et al.
IEEE International Conference on Multimedia and Expo, ICME 2005. 2005. p. 269-272 1521412 (IEEE International Conference on Multimedia and Expo, ICME 2005; Vol. 2005).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - Image steganalysis based on moments of characteristic functions using wavelet decomposition, prediction-error image, and neural network

AU - Shi, Yun Q.

AU - Xuan, Guorong

AU - Zou, Dekun

AU - Gao, Jianjiong

AU - Yang, Chengyun

AU - Zhang, Zhenping

AU - Chai, Peiqi

AU - Chen, Wen

AU - Chen, Chunhua

PY - 2005

Y1 - 2005

N2 - In this paper, a general blind image steganalysis system is proposed, in which the statistical moments of characteristic functions of the prediction-error image, the test image, and their wavelet subbands are selected as features. Artificial neural network is utilized as the classifier. The performance of the proposed steganalysis system is significantly superior to the prior arts.

AB - In this paper, a general blind image steganalysis system is proposed, in which the statistical moments of characteristic functions of the prediction-error image, the test image, and their wavelet subbands are selected as features. Artificial neural network is utilized as the classifier. The performance of the proposed steganalysis system is significantly superior to the prior arts.

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U2 - 10.1109/ICME.2005.1521412

DO - 10.1109/ICME.2005.1521412

M3 - Conference contribution

AN - SCOPUS:33750555925

SN - 0780393325

SN - 9780780393325

T3 - IEEE International Conference on Multimedia and Expo, ICME 2005

SP - 269

EP - 272

BT - IEEE International Conference on Multimedia and Expo, ICME 2005

T2 - IEEE International Conference on Multimedia and Expo, ICME 2005

Y2 - 6 July 2005 through 8 July 2005

ER -

Shi YQ, Xuan G, Zou D, Gao J, Yang C, Zhang Z et al. Image steganalysis based on moments of characteristic functions using wavelet decomposition, prediction-error image, and neural network. In IEEE International Conference on Multimedia and Expo, ICME 2005. 2005. p. 269-272. 1521412. (IEEE International Conference on Multimedia and Expo, ICME 2005). doi: 10.1109/ICME.2005.1521412

Image steganalysis based on moments of characteristic functions using wavelet decomposition, prediction-error image, and neural network

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