GLCM texture analysis on different color space for pterygium grading
GLCM texture features have been widely used to characterize biomedical images. Most of the previous studies using GLCM features to characterize biomedical images only consider single or limited color space due to the use of only one color model. To mimic human color perception, conventional RGB colo...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Asian Research Publishing Network (ARPN)
2015
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/44563/ http://irep.iium.edu.my/44563/1/44563.pdf |
| _version_ | 1848782627032530944 |
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| author | Che Azemin, Mohd Zulfaezal Mohd Tamrin, Mohd Izzuddin Hilmi, Mohd Radzi Mohd. Kamal, Khairidzan |
| author_facet | Che Azemin, Mohd Zulfaezal Mohd Tamrin, Mohd Izzuddin Hilmi, Mohd Radzi Mohd. Kamal, Khairidzan |
| author_sort | Che Azemin, Mohd Zulfaezal |
| building | IIUM Repository |
| collection | Online Access |
| description | GLCM texture features have been widely used to characterize biomedical images. Most of the previous studies using GLCM features to characterize biomedical images only consider single or limited color space due to the use of only one color model. To mimic human color perception, conventional RGB color model may need to be supplemented with other color space models for better human vision representation. This study is aimed to find an optimal set of GLCM features extracted from different color space for pterygium grading. Mimicking human color perception has commonly employed RGB color space, which is shown in this paper is inadequate. GLCM features when extracted in various color space show better representation of human perception (correlation coefficient > 0.6) compared to using RGB color space (correlation coefficient < 0.2). |
| first_indexed | 2025-11-14T16:08:27Z |
| format | Article |
| id | iium-44563 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T16:08:27Z |
| publishDate | 2015 |
| publisher | Asian Research Publishing Network (ARPN) |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-445632022-06-30T07:51:41Z http://irep.iium.edu.my/44563/ GLCM texture analysis on different color space for pterygium grading Che Azemin, Mohd Zulfaezal Mohd Tamrin, Mohd Izzuddin Hilmi, Mohd Radzi Mohd. Kamal, Khairidzan RE Ophthalmology TA164 Bioengineering GLCM texture features have been widely used to characterize biomedical images. Most of the previous studies using GLCM features to characterize biomedical images only consider single or limited color space due to the use of only one color model. To mimic human color perception, conventional RGB color model may need to be supplemented with other color space models for better human vision representation. This study is aimed to find an optimal set of GLCM features extracted from different color space for pterygium grading. Mimicking human color perception has commonly employed RGB color space, which is shown in this paper is inadequate. GLCM features when extracted in various color space show better representation of human perception (correlation coefficient > 0.6) compared to using RGB color space (correlation coefficient < 0.2). Asian Research Publishing Network (ARPN) 2015-08 Article PeerReviewed application/pdf en http://irep.iium.edu.my/44563/1/44563.pdf Che Azemin, Mohd Zulfaezal and Mohd Tamrin, Mohd Izzuddin and Hilmi, Mohd Radzi and Mohd. Kamal, Khairidzan (2015) GLCM texture analysis on different color space for pterygium grading. ARPN Journal of Engineering and Applied Sciences, 10 (15). pp. 6410-6413. ISSN 1819-6608 http://www.arpnjournals.com/jeas/research_papers/rp_2015/jeas_0815_2423.pdf |
| spellingShingle | RE Ophthalmology TA164 Bioengineering Che Azemin, Mohd Zulfaezal Mohd Tamrin, Mohd Izzuddin Hilmi, Mohd Radzi Mohd. Kamal, Khairidzan GLCM texture analysis on different color space for pterygium grading |
| title | GLCM texture analysis on different color space for pterygium grading |
| title_full | GLCM texture analysis on different color space for pterygium grading |
| title_fullStr | GLCM texture analysis on different color space for pterygium grading |
| title_full_unstemmed | GLCM texture analysis on different color space for pterygium grading |
| title_short | GLCM texture analysis on different color space for pterygium grading |
| title_sort | glcm texture analysis on different color space for pterygium grading |
| topic | RE Ophthalmology TA164 Bioengineering |
| url | http://irep.iium.edu.my/44563/ http://irep.iium.edu.my/44563/ http://irep.iium.edu.my/44563/1/44563.pdf |