DocumentCode :
187592
Title :
Bilateral symmetry based approach for joint detection of landmarks in retinal images
Author :
Tewari, Ashutosh ; Gupta, Deepika ; Sivaswamy, Jayanthi
Author_Institution :
CVIT, IIIT Hyderabad, Hyderabad, India
fYear :
2014
fDate :
22-25 July 2014
Firstpage :
1
Lastpage :
6
Abstract :
Optic disk (OD) and macula are anatomical structures in retinal images. Their detection is of interest in computer assisted diagnostic (CAD) algorithm development. We propose a joint detection algorithm which exploits the bilateral symmetry present in retinal images and present a method to detect OD and macula. A vessel density based metric is proposed to determine the axis of symmetry which is used along with appearance features and geometric constraint on the OD and macula for their detection. The proposed method has been evaluated on a large number of images drawn from 4 public and one private dataset. Obtained results show that our method has consistently high detection rate across the datasets. Since the detection is also very fast, the proposed method offers a good solution for CAD based disease screening.
Keywords :
diseases; eye; medical image processing; object detection; CAD; OD; anatomical structures; bilateral symmetry; computer assisted diagnostic; disease screening; joint detection; landmarks; macula; optic disk; retinal images; Biomedical optical imaging; Diabetes; Joints; Lesions; Optical imaging; Retina;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Communications (SPCOM), 2014 International Conference on
Conference_Location :
Bangalore
Print_ISBN :
978-1-4799-4666-2
Type :
conf
DOI :
10.1109/SPCOM.2014.6983952
Filename :
6983952
Link To Document :
بازگشت