Color Texture Classification Using Adaptive Discrete Multiwavelets Transform
The classification of textures images has attracted the attention of many researchers. The multiscale techniques for gray level texture analysis have been intensively studied. In this paper, we aim on extending texture classification of color images by using the multiwavelets transform, a new notion...
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| Format: | Article |
| Language: | English |
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Unviversity of Technology- Iraq
2012-02-01
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| Series: | Engineering and Technology Journal |
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| Online Access: | https://etj.uotechnology.edu.iq/article_25916_6bf3ca7c2c53e9e61d8c57803b7e1819.pdf |
| _version_ | 1797325502100275200 |
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| author | Matheel Emad El-Deen Abdulmunim |
| author_facet | Matheel Emad El-Deen Abdulmunim |
| author_sort | Matheel Emad El-Deen Abdulmunim |
| collection | DOAJ |
| description | The classification of textures images has attracted the attention of many researchers. The multiscale techniques for gray level texture analysis have been intensively studied. In this paper, we aim on extending texture classification of color images by using the multiwavelets transform, a new notion addition to wavelet. The recognition of textures deals with both feature extraction and classification phases. In the classification phase the evolutionary computation techniques (genetic programming) was used for more speed recognition result evaluation. In our experiment results the proposed method has achieved 99.6% test accuracy on an average. In addition, the experimental results also show that classification rules generated by this approach are robust to some noises on textures |
| first_indexed | 2024-03-08T06:11:17Z |
| format | Article |
| id | doaj.art-435498f240984ecfb9405022807de60d |
| institution | Directory Open Access Journal |
| issn | 1681-6900 2412-0758 |
| language | English |
| last_indexed | 2024-03-08T06:11:17Z |
| publishDate | 2012-02-01 |
| publisher | Unviversity of Technology- Iraq |
| record_format | Article |
| series | Engineering and Technology Journal |
| spelling | doaj.art-435498f240984ecfb9405022807de60d2024-02-04T17:38:39ZengUnviversity of Technology- IraqEngineering and Technology Journal1681-69002412-07582012-02-0130461562710.30684/etj.30.4.825916Color Texture Classification Using Adaptive Discrete Multiwavelets TransformMatheel Emad El-Deen AbdulmunimThe classification of textures images has attracted the attention of many researchers. The multiscale techniques for gray level texture analysis have been intensively studied. In this paper, we aim on extending texture classification of color images by using the multiwavelets transform, a new notion addition to wavelet. The recognition of textures deals with both feature extraction and classification phases. In the classification phase the evolutionary computation techniques (genetic programming) was used for more speed recognition result evaluation. In our experiment results the proposed method has achieved 99.6% test accuracy on an average. In addition, the experimental results also show that classification rules generated by this approach are robust to some noises on textureshttps://etj.uotechnology.edu.iq/article_25916_6bf3ca7c2c53e9e61d8c57803b7e1819.pdfclassificationmultiwaveletstextureand genetic programming |
| spellingShingle | Matheel Emad El-Deen Abdulmunim Color Texture Classification Using Adaptive Discrete Multiwavelets Transform Engineering and Technology Journal classification multiwavelets texture and genetic programming |
| title | Color Texture Classification Using Adaptive Discrete Multiwavelets Transform |
| title_full | Color Texture Classification Using Adaptive Discrete Multiwavelets Transform |
| title_fullStr | Color Texture Classification Using Adaptive Discrete Multiwavelets Transform |
| title_full_unstemmed | Color Texture Classification Using Adaptive Discrete Multiwavelets Transform |
| title_short | Color Texture Classification Using Adaptive Discrete Multiwavelets Transform |
| title_sort | color texture classification using adaptive discrete multiwavelets transform |
| topic | classification multiwavelets texture and genetic programming |
| url | https://etj.uotechnology.edu.iq/article_25916_6bf3ca7c2c53e9e61d8c57803b7e1819.pdf |
| work_keys_str_mv | AT matheelemadeldeenabdulmunim colortextureclassificationusingadaptivediscretemultiwaveletstransform |