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Abstract
Diabetic retinopathy is a damage of the retina and it is one of the serious consequences of the diabetes. Early detection of diabetic retinopathy is extremely important in order to prevent premature visual loss and blindness. This paper presents a novel automatic detection of diabetic retinopathy and maculopathy in eye fundus images using fuzzy image processing. The detection of maculopathy is essential as it will eventually cause loss of vision if the affected macula is not timely treated. The developed system consists of image acquisition, image preprocessing with a combination of fuzzy techniques, feature extraction, and image classification by using several machine learning techniques. The fuzzy-based image processing decision support system will assist in the diabetic retinopathy screening and reduce the burden borne by the screening team.
Original language | English |
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Title of host publication | Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI |
Editors | Yike Guo, Karl Friston, Aldo A. Faisal, Sean Hill, Hanchuan Peng |
Place of Publication | Cham, Heidelberg, New York, Dordrecht, London |
Publisher | Springer International |
Pages | 379-388 |
Volume | 9250 |
Edition | 1 |
ISBN (Electronic) | 978-3-319-23344-4 |
ISBN (Print) | 978-3-319-23343-7 |
DOIs | |
Publication status | Published - 2015 |
Event | Interactive Machine Learning with the “human-in-the-loop”: 8th international special session of the HCI-KDD expert group - Imperial College London, London, United Kingdom Duration: 1 Sept 2015 → 1 Sept 2015 http://hci-kdd.org/bih2015-interactive-machine-learning/ |
Publication series
Name | Lecture Notes in Artificial Intelligence |
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Publisher | Springer |
Volume | 9250 |
Conference
Conference | Interactive Machine Learning with the “human-in-the-loop” |
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Abbreviated title | iML@BIH |
Country/Territory | United Kingdom |
City | London |
Period | 1/09/15 → 1/09/15 |
Internet address |
Keywords
- Machine Learning
- Health Informatics
- Classifiers
- Diabetic retinopathy
- eye screening
ASJC Scopus subject areas
- Artificial Intelligence
Fields of Expertise
- Information, Communication & Computing
Treatment code (Nähere Zuordnung)
- Basic - Fundamental (Grundlagenforschung)
- Experimental
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- 1 Workshop, seminar or course (Participation in/Organisation of)
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Interactive Machine Learning with the “human-in-the-loop”
Andreas Holzinger (Participant)
1 Sept 2015Activity: Participation in or organisation of › Workshop, seminar or course (Participation in/Organisation of)