Title :
Automated localisation of retinal optic disk using Hough transform
Author :
Sekhar, S. ; Al-Nuaimy, Waleed ; Nandi, A.K.
Author_Institution :
Dept. of Electr. Eng. & Electron., Univ. of Liverpool, Liverpool
Abstract :
The retinal fundus photograph is widely used in the diagnosis and treatment of various eye diseases such as diabetic retinopathy and glaucoma. Medical image analysis and processing has great significance in the field of medicine, especially in non-invasive treatment and clinical study. Normally fundus images are manually graded by specially trained clinicians in a time-consuming and resource-intensive process. A computer-aided fundus image analysis could provide an immediate detection and characterisation of retinal features prior to specialist inspection. This paper describes a novel method to automatically localise one such feature: the optic disk. The proposed method consists of two steps: in the first step, a circular region of interest is found by first isolating the brightest area in the image by means of morphological processing, and in the second step, the Hough transform is used to detect the main circular feature (corresponding to the optical disk) within the positive horizontal gradient image within this region of interest. Initial results on a database of fundus images show that the proposed method is effective and favourable in relation to comparable techniques.
Keywords :
CCD image sensors; Hough transforms; biomedical optical imaging; diseases; eye; feature extraction; medical image processing; vision defects; Hough transform; automated localisation; biomedical imaging; computer-aided fundus image analysis; diabetic retinopathy; eye diseases; glaucoma; medical image analysis; medical image processing; morphological processing; positive horizontal gradient image; retinal fundus photograph; retinal optic disk; Biomedical imaging; Biomedical optical imaging; Diabetes; Diseases; Image analysis; Inspection; Medical diagnostic imaging; Medical treatment; Retina; Retinopathy; Hough transform; biomedical imaging; morphological processing; optic disk; retinal imaging;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2008. ISBI 2008. 5th IEEE International Symposium on
Conference_Location :
Paris
Print_ISBN :
978-1-4244-2002-5
Electronic_ISBN :
978-1-4244-2003-2
DOI :
10.1109/ISBI.2008.4541312