Detection of the Optic Disc in Images of the Retina Using Gabor Filters and Phase Portrait Analysis

被引:0
作者
Rangayyan, Rangaraj M. [1 ]
Zhu, Xiaolu [1 ]
Ayres, Fabio J. [1 ]
机构
[1] Univ Calgary, Schulich Sch Engn, Dept Elect & Comp Engn, Calgary, AB T2N 1N4, Canada
来源
4TH EUROPEAN CONFERENCE OF THE INTERNATIONAL FEDERATION FOR MEDICAL AND BIOLOGICAL ENGINEERING | 2009年 / 22卷 / 1-3期
关键词
Retinal imaging; Optic disc; Gabor filters; Phase portraits; Segmentation; Oriented texture; ARCHITECTURAL DISTORTION; VESSEL SEGMENTATION; NERVE HEAD;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We propose a method using Gabor filters and phase portraits to locate automatically the optic disc (OD) in fundus images of the retina. Based on the property that the OD appears as the focal point of convergence of the blood vessels of the retina, the method includes detection of the blood vessels using Gabor filters, and the detection of peaks in the node map via phase portrait analysis. Additional conditions are applied based upon the intensity characteristics of fundus images and the OD. Forty images from the DRIVE database were used to evaluate the performance of the proposed method. The OD was successfully detected in all of the 40 images.
引用
收藏
页码:468 / 471
页数:4
相关论文
共 50 条
  • [41] Segmentation of Optic Disc and Optic Cup in Retinal Fundus Images using Shape Regression
    Sedai, Suman
    Roy, Pallab K.
    Mahapatra, Dwarikanath
    Garnavi, Rahil
    2016 38TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2016, : 3260 - 3264
  • [42] Automated fuzzy optic disc detection algorithm using branching of vessels and color properties in fundus images
    Nergiz, Mehmet
    Akin, Mehmet
    Yildiz, Abdulnasir
    Takes, Omer
    BIOCYBERNETICS AND BIOMEDICAL ENGINEERING, 2018, 38 (04) : 850 - 867
  • [43] SAR IMAGES PROCESSING USING GABOR FILTERS AND NEURAL NETWORKS
    Popa, Mircea Virgil
    Bechet, Paul
    ICMT '07: INTERNATIONAL CONFERENCE ON MILITARY TECHNOLOGIES, 2007, : 464 - 471
  • [44] Slub extraction in woven fabric images using Gabor filters
    Liu, Xiuping
    Su, Zhijie Wen Zhixun
    Choi, Ka-Fai
    TEXTILE RESEARCH JOURNAL, 2008, 78 (04) : 320 - 325
  • [45] Localization of optic disc and fovea in retinal images using intensity based line scanning analysis
    Kamble, Ravi
    Kokare, Manesh
    Deshmukh, Girish
    Hussin, Fawnizu Azmadi
    Meriaudeau, Fabrice
    COMPUTERS IN BIOLOGY AND MEDICINE, 2017, 87 : 382 - 396
  • [46] Defect detection in textured materials using gabor filters
    Kumar, A
    Pang, GKH
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2002, 38 (02) : 425 - 440
  • [47] A Robust Algorithm for Automated Detection of Optic Disc in Retina of Premature Infants
    Nisha, K. L.
    Sreelekha, G.
    Sathidevi, P. S.
    Mohanachandran, Poornima
    Vinekar, Anand
    PROCEEDINGS OF THE 2019 IEEE REGION 10 CONFERENCE (TENCON 2019): TECHNOLOGY, KNOWLEDGE, AND SOCIETY, 2019, : 684 - 689
  • [48] Optic disc measurements using the Heidelberg Retina Tomograph in amblyopia
    Miki, Atsushi
    Shirakashi, Motohiro
    Yaoeda, Kiyoshi
    Kabasawa, Yu
    Ueki, Satoshi
    Takagi, Mineo
    Abe, Haruki
    CLINICAL OPHTHALMOLOGY, 2010, 4 : 1025 - 1028
  • [49] Detection of the Optic Nerve Head in Fundus Images of the Retina Using the Hough Transform for Circles
    Zhu, Xiaolu
    Rangayyan, Rangaraj M.
    Ells, Anna L.
    JOURNAL OF DIGITAL IMAGING, 2010, 23 (03) : 332 - 341
  • [50] IMAGE FORGERY DETECTION USING GABOR FILTERS AND DCT
    Muhammad, Ghulam
    Dewan, M. Solaiman
    Moniruzzaman, M.
    Hussain, Muhammad
    Huda, M. Nurul
    2014 1ST INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATION & COMMUNICATION TECHNOLOGY (ICEEICT 2014), 2014,