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 :
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