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Authors: Jonathan Goh 1 ; Lilian Tang 1 ; Lutfiah Al turk 2 ; Christina Vrikki 3 and George Saleh 3

Affiliations: 1 University of Surrey, United Kingdom ; 2 King Abdulaziz University, Saudi Arabia ; 3 Moorfields Eye Hospital NHS Foundation Trust, United Kingdom

Keyword(s): Diabetic Retinopathy screening, Micro aneurysms, Ensembles, Multiple classifiers, Contextual reasoning, Hidden Markov Models.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Cloud Computing ; Design and Development Methodologies for Healthcare IT ; e-Health ; Expert Systems ; Health Information Systems ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Platforms and Applications ; Symbolic Systems

Abstract: Diabetic retinopathy is a complication of diabetes and early detection is essential for effective treatment. In this paper, a novel technique for the detection of micro aneurysms is presented. Various features are extracted using image processing techniques and then fed through multiple classifiers for initial classification of candidate micro aneurysms. Hidden Markov models are then used to perform contextual analysis to recognise true micro aneurysms.

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Paper citation in several formats:
Goh, J.; Tang, L.; Al turk, L.; Vrikki, C. and Saleh, G. (2010). DETECTION OF MICRO ANEURYSMS USING MULTIPLE CLASSIFIERS AND HIDDEN MARKOV MODELS. In Proceedings of the Third International Conference on Health Informatics (BIOSTEC 2010) - HEALTHINF; ISBN 978-989-674-016-0; ISSN 2184-4305, SciTePress, pages 269-274. DOI: 10.5220/0002738302690274

@conference{healthinf10,
author={Jonathan Goh. and Lilian Tang. and Lutfiah {Al turk}. and Christina Vrikki. and George Saleh.},
title={DETECTION OF MICRO ANEURYSMS USING MULTIPLE CLASSIFIERS AND HIDDEN MARKOV MODELS},
booktitle={Proceedings of the Third International Conference on Health Informatics (BIOSTEC 2010) - HEALTHINF},
year={2010},
pages={269-274},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002738302690274},
isbn={978-989-674-016-0},
issn={2184-4305},
}

TY - CONF

JO - Proceedings of the Third International Conference on Health Informatics (BIOSTEC 2010) - HEALTHINF
TI - DETECTION OF MICRO ANEURYSMS USING MULTIPLE CLASSIFIERS AND HIDDEN MARKOV MODELS
SN - 978-989-674-016-0
IS - 2184-4305
AU - Goh, J.
AU - Tang, L.
AU - Al turk, L.
AU - Vrikki, C.
AU - Saleh, G.
PY - 2010
SP - 269
EP - 274
DO - 10.5220/0002738302690274
PB - SciTePress

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