Non-invasive contrast enhancement for retinal fundus imaging

Diabetic Retinopathy (DR) is vision loss impairment due to complication arising from diabetic condition affecting the retina. It is known that the foveal avascular zone (FAZ) enlarges with progression of DR due to the loss of capillaries in perifoveal capillary network. However, normal retinal fundu...

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Main Authors: Hani, A.F.M., Soomro, T.A., Fayee, I.
Format: Conference or Workshop Item
Published: 2013
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-84894175259&doi=10.1109%2fICCSCE.2013.6719958&partnerID=40&md5=ce75cf1806b34be48961ba5c7fe13b03
http://eprints.utp.edu.my/32511/
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spelling my.utp.eprints.325112022-03-29T14:04:38Z Non-invasive contrast enhancement for retinal fundus imaging Hani, A.F.M. Soomro, T.A. Fayee, I. Diabetic Retinopathy (DR) is vision loss impairment due to complication arising from diabetic condition affecting the retina. It is known that the foveal avascular zone (FAZ) enlarges with progression of DR due to the loss of capillaries in perifoveal capillary network. However, normal retinal fundus images suffer from low and varied contrast problems. A non-invasive digital image enhancement technique called RETICA has been developed that overcomes the problem of varied and low contrast in fundus images. RETICA first normalises the varied contrast using a Retinex-based method that separates the illumination from the reflectance part of the image followed by ICA that forms the original retinal pigment makeup namely the macular, haemoglobin and melanin retinal pigment. The technique has been applied on our FINDeRS dataset contained 175 fundus images and another 35 fundus image pairs obtained from an earlier study containing colour fundus images and their corresponding fluorescein fundus angiogram (FFA) images. For the 35 image pairs, RETICA achieved an average contrast improvement factor (CIF) of up to 5.46 compared to the invasive FFA at 5.12. For the FINDeRS images, RETICA achieved an average CIF of 5.63 with denoising. The RETICA image enhancement technique potentially reduces the need for the invasive fluorescein angiogram in DR assessment. © 2013 IEEE. 2013 Conference or Workshop Item NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-84894175259&doi=10.1109%2fICCSCE.2013.6719958&partnerID=40&md5=ce75cf1806b34be48961ba5c7fe13b03 Hani, A.F.M. and Soomro, T.A. and Fayee, I. (2013) Non-invasive contrast enhancement for retinal fundus imaging. In: UNSPECIFIED. http://eprints.utp.edu.my/32511/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
description Diabetic Retinopathy (DR) is vision loss impairment due to complication arising from diabetic condition affecting the retina. It is known that the foveal avascular zone (FAZ) enlarges with progression of DR due to the loss of capillaries in perifoveal capillary network. However, normal retinal fundus images suffer from low and varied contrast problems. A non-invasive digital image enhancement technique called RETICA has been developed that overcomes the problem of varied and low contrast in fundus images. RETICA first normalises the varied contrast using a Retinex-based method that separates the illumination from the reflectance part of the image followed by ICA that forms the original retinal pigment makeup namely the macular, haemoglobin and melanin retinal pigment. The technique has been applied on our FINDeRS dataset contained 175 fundus images and another 35 fundus image pairs obtained from an earlier study containing colour fundus images and their corresponding fluorescein fundus angiogram (FFA) images. For the 35 image pairs, RETICA achieved an average contrast improvement factor (CIF) of up to 5.46 compared to the invasive FFA at 5.12. For the FINDeRS images, RETICA achieved an average CIF of 5.63 with denoising. The RETICA image enhancement technique potentially reduces the need for the invasive fluorescein angiogram in DR assessment. © 2013 IEEE.
format Conference or Workshop Item
author Hani, A.F.M.
Soomro, T.A.
Fayee, I.
spellingShingle Hani, A.F.M.
Soomro, T.A.
Fayee, I.
Non-invasive contrast enhancement for retinal fundus imaging
author_facet Hani, A.F.M.
Soomro, T.A.
Fayee, I.
author_sort Hani, A.F.M.
title Non-invasive contrast enhancement for retinal fundus imaging
title_short Non-invasive contrast enhancement for retinal fundus imaging
title_full Non-invasive contrast enhancement for retinal fundus imaging
title_fullStr Non-invasive contrast enhancement for retinal fundus imaging
title_full_unstemmed Non-invasive contrast enhancement for retinal fundus imaging
title_sort non-invasive contrast enhancement for retinal fundus imaging
publishDate 2013
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-84894175259&doi=10.1109%2fICCSCE.2013.6719958&partnerID=40&md5=ce75cf1806b34be48961ba5c7fe13b03
http://eprints.utp.edu.my/32511/
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