Title :
Extraction of the Contours of Optic Disc and Exudates Based on Marker-Controlled Watershed Segmentation
Author :
Eswaran, C. ; Reza, Ahmed Wasif ; Hati, Subhas
Author_Institution :
Fac. of Inf. Technol., Centre for Multimedia & Distrib. Comput., Multimedia Univ., Cyberjaya
fDate :
Aug. 29 2008-Sept. 2 2008
Abstract :
The optic disc (OD) and exudates form the main features of fundus images for diagnosing eye disease such as diabetic retinopathy and glaucoma. In this paper, an algorithm for the extraction of OD and exudates from fundus images based on marker controlled watershed segmentation is presented. The proposed algorithm makes use of average filtering and contrast adjustment as preprocessing steps before the watershed transformation is applied. The performance of the proposed algorithm is evaluated using the test images of STARE and DRIVE databases. The results are compared with those reported earlier in the literature. It is shown that the proposed method can yield an average sensitivity value of 94%, which is higher than the value reported earlier.
Keywords :
diseases; eye; feature extraction; image segmentation; medical image processing; patient diagnosis; DRIVE databases; STARE databases; average filtering; contours extraction; contrast adjustment; diabetic retinopathy; exudates; eye disease diagnosing; fundus images; glaucoma; marker-controlled watershed segmentation; optic disc; Data mining; Diabetes; Diseases; Information technology; Optical filters; Optical sensors; Retina; Retinopathy; Shape; Testing; biomedical imaging; diabetic retinopathy; exudates; fundus images; optic disc;
Conference_Titel :
Computer Science and Information Technology, 2008. ICCSIT '08. International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-0-7695-3308-7
DOI :
10.1109/ICCSIT.2008.13