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Enhancement of colour fundus image and FFA image using RETICA

Authors :
Ahmad Fadzil M. Hani
Hermawan Nugroho
Toufique Ahmed Soomro
Hanung Adi Nugroho
Source :
2012 IEEE-EMBS Conference on Biomedical Engineering and Sciences.
Publication Year :
2012
Publisher :
IEEE, 2012.

Abstract

Diabetic Retinopathy (DR) is a vision loss impairment due to complications arising from the diabetic condition and affects the retina and resulting pathologies can be monitored by analysing the colour fundus image. However, in retinal fundus images, the contrast between the retinal vasculature and the background is very low and varies within the image making visualisation and analysis of small retinal vasculatures difficult. Therefore, enhancement of the fundus image is important to provide the best visualization of the retinal blood vessels. Fluorescein angiogram overcomes this imaging problem but it is invasive and leads to other physiological problems. In this research work, 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 haemoglobin image exhibits the highest contrast for retinal vessels. Results based on a dataset of 13 fundus images show that RETICA successfully normalises the low and varied contrast and enhances the retinal vessels. It achieved a better average contrast improvement factor of up to 5.56 compared to the invasive FFA with 5.34. This improvement in contrast reduces the need for fluorescein angiogram in DR assessment.

Details

Database :
OpenAIRE
Journal :
2012 IEEE-EMBS Conference on Biomedical Engineering and Sciences
Accession number :
edsair.doi...........e8676a186d0944a199ec03943b6f5ca5
Full Text :
https://doi.org/10.1109/iecbes.2012.6498205