DocumentCode
704691
Title
Restoration of retina images using extended median filter algorithm
Author
Subbuthai, P. ; Muruganand, S.
Author_Institution
Dept. of Electron. & Instrum., Bharathiar Univ., Coimbatore, India
fYear
2015
fDate
19-20 Feb. 2015
Firstpage
131
Lastpage
138
Abstract
Diabetic Retinopathy is one of the complicated diseases and it is caused by the changes in the blood vessels of the retina. Extraction of retina image through Fundus camera sometimes produces poor contrast and noises; detection of blood vessels in the retina is very complicated. So preprocessing is needed, in this paper a novel algorithm is implemented to remove the noisy pixel in the retina image. The proposed algorithm is Extended Median Filter and it is applied to green channel of the retina, because green channel vessels are brighter than the background. Proposed extended median filter is compared with the existing standard median filter by performance metrics such as Peak Signal-to-Noise Ratio, Mean Square Error and Root Mean Square Error. Experimental results show that the proposed Extended Median Filter algorithm gives better result than the existing standard median filter in terms of noise suppression and detail preservation.
Keywords
biomedical optical imaging; blood vessels; diseases; eye; feature extraction; image denoising; image restoration; mean square error methods; median filters; medical image processing; Fundus camera; Peak Signal-to-Noise Ratio; Root Mean Square Error; blood vessel detection; detail preservation; diabetic retinopathy; diseases; extended median filter algorithm; green channel vessels; noise suppression; noisy pixel; performance metrics; retina image extraction; retina image restoration; standard median filter; Biomedical imaging; Filtering algorithms; Noise; Noise measurement; Optical filters; Retina; Signal processing algorithms; Diabetic Retinopathy; Exudates; Fundus Retina image; Median Filter; Microaneurysms;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing and Integrated Networks (SPIN), 2015 2nd International Conference on
Conference_Location
Noida
Print_ISBN
978-1-4799-5990-7
Type
conf
DOI
10.1109/SPIN.2015.7095378
Filename
7095378
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