Automated Detection of Optic Disc for the Analysis of Retina Using Color Fundus Image

被引:0
作者
Zubair, Muhammad [1 ]
Yamin, Abubakar [1 ]
Khan, Shoab A. [1 ]
机构
[1] NUST, Coll Elect & Mech Engn, Dept Comp Engn, Rawalpindi, Pakistan
来源
2013 IEEE INTERNATIONAL CONFERENCE ON IMAGING SYSTEMS AND TECHNIQUES (IST 2013) | 2013年
关键词
optic disc; optic cup; disc diameter; retina; blood vessels; macula; fovea;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Optic Disc (OD) behaves as a landmark in a fundus image for the localization of other major parts of the eye like macula region, fovea and the network of blood vessels. OD can be seen as a quite distinct bright region in a colored fundus image. In our proposed method the high intensity value of the optic disc is used for its detection. First the optic disc is detected by applying preprocessing steps for enhancement like Contrast-Limited Adaptive Histogram Equalization (CLAHE), contrast stretching transformation and extended minima transformation. OD free image is obtained by applying morphological opening and closing operations on the preprocessed image. A sensitivity, specificity and accuracy of 100%, 98.25% and 98.65% is achieved respectively on 1200 images from publically available database MESSIDOR. Compared with state of the art, the proposed technique has reasonable accuracy using less computing power and processing time.
引用
收藏
页码:239 / 242
页数:4
相关论文
共 16 条
[1]   A COMPUTER METHOD OF UNDERSTANDING OCULAR FUNDUS IMAGES [J].
AKITA, K ;
KUGA, H .
PATTERN RECOGNITION, 1982, 15 (06) :431-443
[2]   Detecting the Optic Disc Boundary in Digital Fundus Images Using Morphological, Edge Detection, and Feature Extraction Techniques [J].
Aquino, Arturo ;
Emilio Gegundez-Arias, Manuel ;
Marin, Diego .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2010, 29 (11) :1860-1869
[3]  
Chaichana T, 2008, 2008 INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES, P672
[4]   Automatic Optic Disc Detection using Retinal Background and Retinal Blood Vessels [J].
Lu, Shijian .
2010 3RD INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS (BMEI 2010), VOLS 1-7, 2010, :141-145
[5]   Automatic Optic Disc Detection From Retinal Images by a Line Operator [J].
Lu, Shijian ;
Lim, Joo Hwee .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2011, 58 (01) :88-94
[6]  
Malek J, 2012, PROCEEDINGS OF INTERNATIONAL CONFERENCE ON COMPUTER VISION IN REMOTE SENSING, P39
[7]  
Muthu Rama Krishnan M., 2012, 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI), P444, DOI 10.1109/BHI.2012.6211611
[8]   Segmentation of the optic disc, macula and vascular arch in fundus photographs [J].
Niemeijer, Meindert ;
Abramoff, Michael D. ;
van Ginneken, Bram .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2007, 26 (01) :116-127
[9]  
Park M., 2006, Proceedings. Computer Graphics, Imaging and Visualisation Techniques and Applications
[10]   Mapping the human retina [J].
Pinz, A ;
Bernogger, S ;
Datlinger, P ;
Kruger, A .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1998, 17 (04) :606-619