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A rule based approach for hemorrhage detection in digital fundus photographs

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dc.contributor.author Munasingha, SC
dc.contributor.author Pathirana, P
dc.contributor.author Priyankara, KK
dc.contributor.author Upasena, RG
dc.contributor.author Ikeda, A
dc.contributor.editor Ganegoda, GU
dc.contributor.editor Mahadewa, KT
dc.date.accessioned 2022-11-10T04:00:07Z
dc.date.available 2022-11-10T04:00:07Z
dc.date.issued 2021-12
dc.identifier.citation S. C. Munasingha, P. Pathirana, K. K. Priyankara, R. G. Upasena and A. Ikeda, "A Rule based Approach for Hemorrhage Detection in Digital Fundus Photographs," 2021 6th International Conference on Information Technology Research (ICITR), 2021, pp. 1-5, doi: 10.1109/ICITR54349.2021.9657220. en_US
dc.identifier.uri http://dl.lib.uom.lk/handle/123/19461
dc.description.abstract Hemorrhages are one of the earliest signs of Diabetic Retinopathy, hence accurate detection of hemorrhages is crucial in an automated DR detection system. In this paper, a novel and robust rule based methodology for automated detection of hemorrhages is proposed. We present an ensemble technique for hemorrhage classification by incorporating size-based classification, color-statistic-based classification, and shape-based classification along with a novel dual step filtering approach for candidate detection. Finally, we present an experimental study carried out on DIARETDB database using the proposed method to detect and segment hemorrhages in retinal images. en_US
dc.language.iso en en_US
dc.publisher Faculty of Information Technology, University of Moratuwa. en_US
dc.relation.uri https://ieeexplore.ieee.org/document/9657220 en_US
dc.subject Diabetic retinopathy en_US
dc.subject Hemorrhage en_US
dc.subject Image processing en_US
dc.subject Segmentation en_US
dc.subject Rule-based classification en_US
dc.title A rule based approach for hemorrhage detection in digital fundus photographs en_US
dc.type Conference-Full-text en_US
dc.identifier.faculty IT en_US
dc.identifier.department Information Technology Research Unit, Faculty of Information Technology, University of Moratuwa. en_US
dc.identifier.year 2021 en_US
dc.identifier.conference 6th International Conference in Information Technology Research 2021 en_US
dc.identifier.place Moratuwa, Sri Lanka en_US
dc.identifier.proceeding Proceedings of the 6th International Conference in Information Technology Research 2021 en_US
dc.identifier.doi doi: 10.1109/ICITR54349.2021.9657220 en_US


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  • ICITR - 2021 [39]
    International Conference on Information Technology Research (ICITR)

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