DocumentCode
168116
Title
Automatic Localization of the Optic Disc Based on Iterative Brightest Pixels Extraction
Author
Chun-Yuan Yu ; Shyr-Shen Yu
Author_Institution
Dept. of Digital Living Innovation, Nan Kai Univ. of Technol., Taichung, Taiwan
fYear
2014
fDate
10-12 June 2014
Firstpage
613
Lastpage
616
Abstract
The identification of the optic disc (OD) is necessary for the computer aided diagnosis of retinal diseases, but most methods for the OD detection often fail in the existence of retinal lesions and imaging artifacts. This paper proposes a new method based on iterative brightest pixels extraction (IBPE) for OD localization, which is designed to overcome the presence of large exudates or bright artifacts. The iterative algorithm integrates brightest pixels extraction and discrimination of geometric features. At each iteration step, the brightest pixels are extracted and a binary candidate map is constructed. In order to distinguish the OD region from candidates, two geometric features of each candidate are employed. Then, a checking process is performed. The algorithm deletes the false positive OD region and re-gets the new brightest pixels, iteratively. Hence, the real OD region rises finally though it is not bright at the first. The proposed method is evaluated on STARE retinal database. The experimental results show that the performance achieves a success rate of 95%.
Keywords
geometry; iterative methods; medical image processing; IBPE; OD detection; STARE retinal database; automatic localization; computer aided diagnosis; geometric features; iterative algorithm; iterative brightest pixels extraction; optic disc; retinal diseases; Biomedical optical imaging; Feature extraction; Geometrical optics; Lesions; Optical filters; Optical imaging; Retina; brightest region; geometric feature; iterative algorithm; optic disc detection;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer, Consumer and Control (IS3C), 2014 International Symposium on
Conference_Location
Taichung
Type
conf
DOI
10.1109/IS3C.2014.166
Filename
6845958
Link To Document