Inter-grader reliability of a supervised pterygium redness grading system
This research work outlines the methodology of a medical image grading system based on supervised learning algorithm. A total of 210 features were extracted in various color spaces and most relevant features were identified and fed into a regularized feedforward neural network. The inter-grader reli...
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| Format: | Article |
| Language: | English English |
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American Scientific Publishers
2016
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| Online Access: | http://irep.iium.edu.my/54455/ http://irep.iium.edu.my/54455/1/1570242081-formatted.pdf http://irep.iium.edu.my/54455/7/54455-Inter-grader%20reliability%20of%20a%20supervised%20pterygium%20redness%20grading%20system_SCOPUS.pdf |
| _version_ | 1848784416413843456 |
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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 | This research work outlines the methodology of a medical image grading system based on supervised learning algorithm. A total of 210 features were extracted in various color spaces and most relevant features were identified and fed into a regularized feedforward neural network. The inter-grader reliability of the supervised system was then assessed based on the manual delineation of region of interest by 2 human graders. Intra-class correlation analysis of the experiments shows excellent agreement of 0.869 to 0.954. |
| first_indexed | 2025-11-14T16:36:54Z |
| format | Article |
| id | iium-54455 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-14T16:36:54Z |
| publishDate | 2016 |
| publisher | American Scientific Publishers |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-544552022-06-30T07:48:59Z http://irep.iium.edu.my/54455/ Inter-grader reliability of a supervised pterygium redness grading system Che Azemin, Mohd Zulfaezal Mohd Tamrin, Mohd Izzuddin Hilmi, Mohd Radzi Mohd. Kamal, Khairidzan RE Ophthalmology TA164 Bioengineering This research work outlines the methodology of a medical image grading system based on supervised learning algorithm. A total of 210 features were extracted in various color spaces and most relevant features were identified and fed into a regularized feedforward neural network. The inter-grader reliability of the supervised system was then assessed based on the manual delineation of region of interest by 2 human graders. Intra-class correlation analysis of the experiments shows excellent agreement of 0.869 to 0.954. American Scientific Publishers 2016-10 Article PeerReviewed application/pdf en http://irep.iium.edu.my/54455/1/1570242081-formatted.pdf application/pdf en http://irep.iium.edu.my/54455/7/54455-Inter-grader%20reliability%20of%20a%20supervised%20pterygium%20redness%20grading%20system_SCOPUS.pdf Che Azemin, Mohd Zulfaezal and Mohd Tamrin, Mohd Izzuddin and Hilmi, Mohd Radzi and Mohd. Kamal, Khairidzan (2016) Inter-grader reliability of a supervised pterygium redness grading system. Advanced Science Letters, 22 (10). pp. 2885-2888. ISSN 1936-6612 E-ISSN 1936-7317 http://www.ingentaconnect.com/contentone/asp/asl/2016/00000022/00000010/art00060 10.1166/asl.2016.7125 |
| spellingShingle | RE Ophthalmology TA164 Bioengineering Che Azemin, Mohd Zulfaezal Mohd Tamrin, Mohd Izzuddin Hilmi, Mohd Radzi Mohd. Kamal, Khairidzan Inter-grader reliability of a supervised pterygium redness grading system |
| title | Inter-grader reliability of a supervised pterygium redness grading system |
| title_full | Inter-grader reliability of a supervised pterygium redness grading system |
| title_fullStr | Inter-grader reliability of a supervised pterygium redness grading system |
| title_full_unstemmed | Inter-grader reliability of a supervised pterygium redness grading system |
| title_short | Inter-grader reliability of a supervised pterygium redness grading system |
| title_sort | inter-grader reliability of a supervised pterygium redness grading system |
| topic | RE Ophthalmology TA164 Bioengineering |
| url | http://irep.iium.edu.my/54455/ http://irep.iium.edu.my/54455/ http://irep.iium.edu.my/54455/ http://irep.iium.edu.my/54455/1/1570242081-formatted.pdf http://irep.iium.edu.my/54455/7/54455-Inter-grader%20reliability%20of%20a%20supervised%20pterygium%20redness%20grading%20system_SCOPUS.pdf |