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...

Full description

Bibliographic Details
Main Authors: Che Azemin, Mohd Zulfaezal, Mohd Tamrin, Mohd Izzuddin, Hilmi, Mohd Radzi, Mohd. Kamal, Khairidzan
Format: Article
Language:English
English
Published: American Scientific Publishers 2016
Subjects:
Online Access: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
id iium-54455
recordtype eprints
spelling iium-544552017-07-04T01:28:58Z 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
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
English
topic RE Ophthalmology
TA164 Bioengineering
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
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.
format Article
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
title Inter-grader reliability of a supervised pterygium redness grading system
title_short 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_sort inter-grader reliability of a supervised pterygium redness grading system
publisher American Scientific Publishers
publishDate 2016
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
first_indexed 2023-09-18T21:17:04Z
last_indexed 2023-09-18T21:17:04Z
_version_ 1777411633601052672