Neural Network Using for Extracting Hidden Information in Images
Steganography technique widely spread and varied. With the widening in using steganography, its misuse alarmists arisen. Thus steganalysis comes into sight to deter unwanted secret communications. In this paper a new scheme proposed for extracting hidden information, this scheme relies on the capabi...
| Main Authors: | , |
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| Format: | Article |
| Language: | Arabic |
| Published: |
Mosul University
2013-09-01
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| Series: | Al-Rafidain Journal of Computer Sciences and Mathematics |
| Subjects: | |
| Online Access: | https://csmj.mosuljournals.com/article_163539_1ad52ee390e6a88222533aa8a59c8c78.pdf |
| _version_ | 1818444591241625600 |
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| author | safwan hasoon Farhad Khalifa |
| author_facet | safwan hasoon Farhad Khalifa |
| author_sort | safwan hasoon |
| collection | DOAJ |
| description | Steganography technique widely spread and varied. With the widening in using steganography, its misuse alarmists arisen. Thus steganalysis comes into sight to deter unwanted secret communications.
In this paper a new scheme proposed for extracting hidden information, this scheme relies on the capability of artificial neural networks for prediction to estimate the original values of the pixels which values of some of them were changed by the affection of data embedding process, and then the present pixel values will be compared with estimated values to identify the embedded data. Multilayer Perceptron MLP neural network used in this scheme to estimate the pixel's original value using its neighbor pixels. The proposed schemes programmed using Matlab v. 7.10.0.499. The proposed schemes has been trained and tested using a data base prepared for this purpose. Then its performance compared with another work in the same field applied in similar conditions. The results showed that the proposed scheme has the ability to achieving the desired with a good rate of success. |
| first_indexed | 2024-12-14T19:18:22Z |
| format | Article |
| id | doaj.art-28239ed1fe7b41759075a9b9be294b0c |
| institution | Directory Open Access Journal |
| issn | 1815-4816 2311-7990 |
| language | Arabic |
| last_indexed | 2024-12-14T19:18:22Z |
| publishDate | 2013-09-01 |
| publisher | Mosul University |
| record_format | Article |
| series | Al-Rafidain Journal of Computer Sciences and Mathematics |
| spelling | doaj.art-28239ed1fe7b41759075a9b9be294b0c2022-12-21T22:50:26ZaraMosul UniversityAl-Rafidain Journal of Computer Sciences and Mathematics1815-48162311-79902013-09-0110311313010.33899/csmj.2013.163539163539Neural Network Using for Extracting Hidden Information in Imagessafwan hasoon0Farhad Khalifa1College of Computer Sciences and Mathematics University of Mosul, Mosul, IraqCollege of Computer Sciences and Mathematics University of Mosul, Mosul, IraqSteganography technique widely spread and varied. With the widening in using steganography, its misuse alarmists arisen. Thus steganalysis comes into sight to deter unwanted secret communications. In this paper a new scheme proposed for extracting hidden information, this scheme relies on the capability of artificial neural networks for prediction to estimate the original values of the pixels which values of some of them were changed by the affection of data embedding process, and then the present pixel values will be compared with estimated values to identify the embedded data. Multilayer Perceptron MLP neural network used in this scheme to estimate the pixel's original value using its neighbor pixels. The proposed schemes programmed using Matlab v. 7.10.0.499. The proposed schemes has been trained and tested using a data base prepared for this purpose. Then its performance compared with another work in the same field applied in similar conditions. The results showed that the proposed scheme has the ability to achieving the desired with a good rate of success.https://csmj.mosuljournals.com/article_163539_1ad52ee390e6a88222533aa8a59c8c78.pdfsteganographystegnoanalysisneural network |
| spellingShingle | safwan hasoon Farhad Khalifa Neural Network Using for Extracting Hidden Information in Images Al-Rafidain Journal of Computer Sciences and Mathematics steganography stegnoanalysis neural network |
| title | Neural Network Using for Extracting Hidden Information in Images |
| title_full | Neural Network Using for Extracting Hidden Information in Images |
| title_fullStr | Neural Network Using for Extracting Hidden Information in Images |
| title_full_unstemmed | Neural Network Using for Extracting Hidden Information in Images |
| title_short | Neural Network Using for Extracting Hidden Information in Images |
| title_sort | neural network using for extracting hidden information in images |
| topic | steganography stegnoanalysis neural network |
| url | https://csmj.mosuljournals.com/article_163539_1ad52ee390e6a88222533aa8a59c8c78.pdf |
| work_keys_str_mv | AT safwanhasoon neuralnetworkusingforextractinghiddeninformationinimages AT farhadkhalifa neuralnetworkusingforextractinghiddeninformationinimages |