Title :
Comparison of automatic blood vessel segmentation methods in retinal images
Author :
Maruthusivarani, M. ; Ramakrishnan, T. ; Santhi, D. ; Muthukkutti, K.
Author_Institution :
Nat. Eng. Coll., Kovilpatti, India
Abstract :
Blood vessel segmentation can be used for automatic retinal disease screening system. In this paper, comparison of automatic blood vessel segmentation methods in retinal images is presented and discussed. Morphological operation for the automatic segmentation of blood vessels in retinal images has been proposed and the results are compared with matched filter technique using local entropy thresholding. Blood vessels in retinal images are enhanced by the application of matched filter. The gray levels are spatially distributed by using local entropy based thresholding. Label filtering is performed by connected pixel labeling to eliminate the misclassified and isolated pixels. The blood vessels are segmented by using morphological opening based on structuring element. These methods were evaluated on the publicly available DRIVE database and the database contains retinal images along with the ground truth data that has been precisely marked by the experts. Morphological operation is more suitable for blood vessel segmentation as compared to the local entropy thresholding.
Keywords :
blood vessels; diseases; entropy; eye; image classification; image enhancement; image segmentation; matched filters; medical image processing; DRIVE database; automatic blood vessel segmentation method; automatic retinal disease screening system; connected pixel labeling; gray levels; isolated pixels; label filtering; local entropy based thresholding; matched filter; morphological opening; morphological operation; retinal image; structuring element; Biomedical imaging; Biomedical measurement; Entropy; Image segmentation; Instruments; Morphological operations; Vessel segmentation; local entropy thresholding; matched filter; morphological operation;
Conference_Titel :
Emerging Trends in VLSI, Embedded System, Nano Electronics and Telecommunication System (ICEVENT), 2013 International Conference on
Conference_Location :
Tiruvannamalai
Print_ISBN :
978-1-4673-5300-7
DOI :
10.1109/ICEVENT.2013.6496569