DocumentCode
1868088
Title
Appearance-based object detection in colour retinal images
Author
Singh, Jeetinder ; Joshi, Gopal Datt ; Sivaswamy, Jayanthi
Author_Institution
Centre for Visual Inf. & Technol. (CVIT), IIIT Hyderabad, Hyderabad
fYear
2008
fDate
12-15 Oct. 2008
Firstpage
1432
Lastpage
1435
Abstract
Extraction of anatomical structures (landmarks), such as optic disk (OD), fovea and blood vessels, from fundus images is useful in automatic diagnosis. Current approaches largely use spatial relationship among the landmarks´ position for detection. In this paper, we present an appearance-based method for detecting fovea and OD from colour images. The strategy used for detection is based on improving the local contrast which is achieved by combining information from two spectral channels of the given image. The proposed method has been successfully tested on different datasets and the results show 96% detection for fovea and 91% detection for OD (a total of 502 and 531 images for fovea and OD are taken respectively).
Keywords
eye; feature extraction; image colour analysis; image enhancement; medical image processing; object detection; anatomical structure extraction; appearance-based object detection; blood vessel; colour retinal image; contrast enhancement; fovea; fundus image; medical diagnosis; optic disk; Biomedical imaging; Biomedical optical imaging; Blood vessels; Data mining; Lesions; Lighting; Object detection; Retina; Signal to noise ratio; Testing; colour retinal image; contrast enhancement; fovea/optic disk detection;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location
San Diego, CA
ISSN
1522-4880
Print_ISBN
978-1-4244-1765-0
Electronic_ISBN
1522-4880
Type
conf
DOI
10.1109/ICIP.2008.4712034
Filename
4712034
Link To Document