Image Compression Technique Using a Hierarchical Neural Network
This paper present a Resilient Backpropagation (RBP) algorithm based on hierarchical neural network for image compression. The proposed technique includes steps to break down large images into smaller blocks for image compression/ decompression process. Furthermore, a Linear Backpropagation (LBP) al...
| Main Authors: | , |
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| Format: | Article |
| Language: | Arabic |
| Published: |
Mosul University
2006-12-01
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| Series: | Al-Rafidain Journal of Computer Sciences and Mathematics |
| Subjects: | |
| Online Access: | https://csmj.mosuljournals.com/article_164055_02e9a9f3dccb1b35a52205c1cbe0dd89.pdf |
| _version_ | 1828741768189837312 |
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| author | Rafid Khalil Mohammed Younis |
| author_facet | Rafid Khalil Mohammed Younis |
| author_sort | Rafid Khalil |
| collection | DOAJ |
| description | This paper present a Resilient Backpropagation (RBP) algorithm based on hierarchical neural network for image compression. The proposed technique includes steps to break down large images into smaller blocks for image compression/ decompression process. Furthermore, a Linear Backpropagation (LBP) algorithm is also used to train hierarchical neural network, and both training algorithms are compared. A number of experiments have been achieved, the results obtained, are the compression rate and Peak Signal to Noise Ratio of the compressed/ decompressed images which are presented in this paper. |
| first_indexed | 2024-04-13T01:06:48Z |
| format | Article |
| id | doaj.art-8a6c342734e9445192e30978bc16198d |
| institution | Directory Open Access Journal |
| issn | 1815-4816 2311-7990 |
| language | Arabic |
| last_indexed | 2024-04-13T01:06:48Z |
| publishDate | 2006-12-01 |
| publisher | Mosul University |
| record_format | Article |
| series | Al-Rafidain Journal of Computer Sciences and Mathematics |
| spelling | doaj.art-8a6c342734e9445192e30978bc16198d2022-12-22T03:09:20ZaraMosul UniversityAl-Rafidain Journal of Computer Sciences and Mathematics1815-48162311-79902006-12-01329911210.33899/csmj.2006.164055164055Image Compression Technique Using a Hierarchical Neural NetworkRafid Khalil0Mohammed Younis1College of engineering University of MosulDep. Of Computer science Al-Hadbaa University CollegeThis paper present a Resilient Backpropagation (RBP) algorithm based on hierarchical neural network for image compression. The proposed technique includes steps to break down large images into smaller blocks for image compression/ decompression process. Furthermore, a Linear Backpropagation (LBP) algorithm is also used to train hierarchical neural network, and both training algorithms are compared. A number of experiments have been achieved, the results obtained, are the compression rate and Peak Signal to Noise Ratio of the compressed/ decompressed images which are presented in this paper.https://csmj.mosuljournals.com/article_164055_02e9a9f3dccb1b35a52205c1cbe0dd89.pdfimage compressionresilient backpropagation (rbp) algorithmhierarchical neural networknoise |
| spellingShingle | Rafid Khalil Mohammed Younis Image Compression Technique Using a Hierarchical Neural Network Al-Rafidain Journal of Computer Sciences and Mathematics image compression resilient backpropagation (rbp) algorithm hierarchical neural network noise |
| title | Image Compression Technique Using a Hierarchical Neural Network |
| title_full | Image Compression Technique Using a Hierarchical Neural Network |
| title_fullStr | Image Compression Technique Using a Hierarchical Neural Network |
| title_full_unstemmed | Image Compression Technique Using a Hierarchical Neural Network |
| title_short | Image Compression Technique Using a Hierarchical Neural Network |
| title_sort | image compression technique using a hierarchical neural network |
| topic | image compression resilient backpropagation (rbp) algorithm hierarchical neural network noise |
| url | https://csmj.mosuljournals.com/article_164055_02e9a9f3dccb1b35a52205c1cbe0dd89.pdf |
| work_keys_str_mv | AT rafidkhalil imagecompressiontechniqueusingahierarchicalneuralnetwork AT mohammedyounis imagecompressiontechniqueusingahierarchicalneuralnetwork |