Steganalysis using KL transform and radial basis neural network

Joint Authors

Hassun, Sawfan O.
Khalifah, Farhad M.

Source

al- Rafidain Journal of Computer Sciences and Mathematics

Issue

Vol. 9, Issue 1 (30 Apr. 2012), pp.47-58, 12 p.

Publisher

University of Mosul College of Computer Science and Mathematics

Publication Date

2012-04-30

Country of Publication

Iraq

No. of Pages

12

Main Subjects

Media and Communication

Topics

Abstract AR

إن المشكلة الجوهرية في حقل الأمنية هي كيفية اكتشاف المعلومات المخفية.

في هذا البحث نظام جديد لكشف الإخفاء في الصور الملونة و الرمادية بالاعتماد على الشبكات العصبية الاصطناعية كمصنف.

حيث تم استخلاص الخصائص الإحصائية من معاملات تحويل KL المكتسب من مصفوفة co-occurrence للصورة.

ثم تدرب شبكة القاعدة الشعاعية العصبية RBNN باستخدام هذه الخصائص لتمييز فيما إذا كانت الصورة تحوي معلومات مخفية أم لا.

هذا النظام يستخدم لمنع الاتصالات السرية غير المرغوب بها.

Abstract EN

The essential problem in the security field is how to detect information hiding.

This paper proposes a new steganalysis scheme based on artificial neural network as a classifier to detect information hiding in colored and grayscale images.

The statistical features extracted from Karhunen-Loève (KL) transform coefficients obtained from cooccurrence matrix of image.

Then radial basis neural network (RBNN) trained using these features to discriminate whether the image contains hidden information or not.

This system can be used to prevent the suspicious secret communication.

American Psychological Association (APA)

Hassun, Sawfan O.& Khalifah, Farhad M.. 2012. Steganalysis using KL transform and radial basis neural network. al- Rafidain Journal of Computer Sciences and Mathematics،Vol. 9, no. 1, pp.47-58.
https://search.emarefa.net/detail/BIM-321943

Modern Language Association (MLA)

Hassun, Sawfan O.& Khalifah, Farhad M.. Steganalysis using KL transform and radial basis neural network. al- Rafidain Journal of Computer Sciences and Mathematics Vol. 9, no. 1 (2012), pp.47-58.
https://search.emarefa.net/detail/BIM-321943

American Medical Association (AMA)

Hassun, Sawfan O.& Khalifah, Farhad M.. Steganalysis using KL transform and radial basis neural network. al- Rafidain Journal of Computer Sciences and Mathematics. 2012. Vol. 9, no. 1, pp.47-58.
https://search.emarefa.net/detail/BIM-321943

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references : p. 57-58

Record ID

BIM-321943