DocumentCode :
1995111
Title :
A new contrast enhancement method of retinal images in Diabetic Screening System
Author :
Datta, N.S. ; Saha, P. ; Dutta, H.S. ; Sarkar, D. ; Biswas, S. ; Sarkar, P.
Author_Institution :
IT FIEM, Kolkata, India
fYear :
2015
fDate :
9-11 July 2015
Firstpage :
255
Lastpage :
260
Abstract :
A new retinal image contrast enhancement method for Diabetic Screening System is presented here. The proposed method evaluated by comparing the retinal image quality with different contrast enhancement methods which are applied in numerous papers. The proposed method produces better image quality and also preserves the mean brightness of the input images which is very important for medical image analysis. Publicly available datasets like DRIVE, STARE, DIARETDB0, and DIARETDB1 are used for testing purpose. The low contrast noisy retinal images are collected from the Hospital and performance of the proposed contrast enhancement is also measured. The SSIM (Structure Similarity Index Measurement) and AAMBE (Average Absolute Mean Brightness Error) are the important performance measurement parameters applied here to examine the image quality and brightness preserving ability respectively. The average SSIM is reported as 0.82(Std. Dev=0.011) and AAMBE is 0.023(Std. Dev=0.030). The success rate on low contrast noisy retinal image analysis is showing the importance of the proposed method.
Keywords :
brightness; diseases; eye; image enhancement; medical image processing; AAMBE; DIARETDB0 dataset; DIARETDB1 dataset; DRIVE dataset; SSIM; STARE dataset; average absolute mean brightness error; brightness preserving ability; diabetic screening system; low contrast noisy retinal image analysis; mean brightness preservation; medical image analysis; performance measurement parameters; retinal image contrast enhancement method; retinal image quality; structure similarity index measurement; Biomedical imaging; Brightness; Diabetes; Histograms; Image quality; Retina; Retinopathy; CONTRAST ENHANCEMENT; DIABETICS; EXUDATES; MICROANEURYSMS; RETINAL IMAGE;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Recent Trends in Information Systems (ReTIS), 2015 IEEE 2nd International Conference on
Conference_Location :
Kolkata
Type :
conf
DOI :
10.1109/ReTIS.2015.7232887
Filename :
7232887
Link To Document :
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