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 |