An improved fuzzy fractal dimension for texture analysis
In the real life, a lot of phenomena cannot be described by the traditional geometry; fractals are one of these objects. It serves to give a suitable description for these objects. Texture analysis plays an important role in image processing. Fractal dimension is utilized in texture segmentation and...
| Main Authors: | , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
WSEAS Press
2015
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| Online Access: | http://psasir.upm.edu.my/id/eprint/64463/1/MCSS-62.pdf |
| _version_ | 1796977903781543936 |
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| author | Al-Saidi, Nadia Mohammed Ghanim Md. Said, Mohamad Rushdan Abdulaal, Wael J. |
| author_facet | Al-Saidi, Nadia Mohammed Ghanim Md. Said, Mohamad Rushdan Abdulaal, Wael J. |
| author_sort | Al-Saidi, Nadia Mohammed Ghanim |
| collection | UPM |
| description | In the real life, a lot of phenomena cannot be described by the traditional geometry; fractals are one of these objects. It serves to give a suitable description for these objects. Texture analysis plays an important role in image processing. Fractal dimension is utilized in texture segmentation and classification and prove to be an interesting parameter to characterize image roughness and extract image feature. In some complex and irregular scenes, it becomes not effective for feature extracting and classification. Therefore, a more general approach known as fuzzy fractal dimension can be used to model such types of scenes effectively. A new fuzzy fractal dimension method is proposed in this paper, it is verified by the experiment on a set of nature texture images to show its efficiency and accuracy, a satisfactory result is found. It also offers promising performance when it is tested among some types of noises to show a good robustness to them. |
| first_indexed | 2024-03-06T09:46:52Z |
| format | Conference or Workshop Item |
| id | upm.eprints-64463 |
| institution | Universiti Putra Malaysia |
| language | English |
| last_indexed | 2024-03-06T09:46:52Z |
| publishDate | 2015 |
| publisher | WSEAS Press |
| record_format | dspace |
| spelling | upm.eprints-644632018-07-05T09:34:59Z http://psasir.upm.edu.my/id/eprint/64463/ An improved fuzzy fractal dimension for texture analysis Al-Saidi, Nadia Mohammed Ghanim Md. Said, Mohamad Rushdan Abdulaal, Wael J. In the real life, a lot of phenomena cannot be described by the traditional geometry; fractals are one of these objects. It serves to give a suitable description for these objects. Texture analysis plays an important role in image processing. Fractal dimension is utilized in texture segmentation and classification and prove to be an interesting parameter to characterize image roughness and extract image feature. In some complex and irregular scenes, it becomes not effective for feature extracting and classification. Therefore, a more general approach known as fuzzy fractal dimension can be used to model such types of scenes effectively. A new fuzzy fractal dimension method is proposed in this paper, it is verified by the experiment on a set of nature texture images to show its efficiency and accuracy, a satisfactory result is found. It also offers promising performance when it is tested among some types of noises to show a good robustness to them. WSEAS Press 2015 Conference or Workshop Item PeerReviewed text en http://psasir.upm.edu.my/id/eprint/64463/1/MCSS-62.pdf Al-Saidi, Nadia Mohammed Ghanim and Md. Said, Mohamad Rushdan and Abdulaal, Wael J. (2015) An improved fuzzy fractal dimension for texture analysis. In: 3rd International Conference on Mathematical, Computational and Statistical Sciences (MCSS '15), 22-24 Feb. 2015, Dubai, United Arab Emirates. (pp. 475-479). |
| spellingShingle | Al-Saidi, Nadia Mohammed Ghanim Md. Said, Mohamad Rushdan Abdulaal, Wael J. An improved fuzzy fractal dimension for texture analysis |
| title | An improved fuzzy fractal dimension for texture analysis |
| title_full | An improved fuzzy fractal dimension for texture analysis |
| title_fullStr | An improved fuzzy fractal dimension for texture analysis |
| title_full_unstemmed | An improved fuzzy fractal dimension for texture analysis |
| title_short | An improved fuzzy fractal dimension for texture analysis |
| title_sort | improved fuzzy fractal dimension for texture analysis |
| url | http://psasir.upm.edu.my/id/eprint/64463/1/MCSS-62.pdf |
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