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
  • [1] Detection of the Optic Nerve Head in Fundus Images of the Retina with Gabor Filters and Phase Portrait Analysis
    Rangayyan, Rangaraj M.
    Zhu, Xiaolu
    Ayres, Fabio J.
    Ells, Anna L.
    JOURNAL OF DIGITAL IMAGING, 2010, 23 (04) : 438 - 453
  • [2] Detection of the Optic Nerve Head in Fundus Images of the Retina with Gabor Filters and Phase Portrait Analysis
    Rangaraj M. Rangayyan
    Xiaolu Zhu
    Fábio J. Ayres
    Anna L. Ells
    Journal of Digital Imaging, 2010, 23 : 438 - 453
  • [3] Automatic optic disk detection in retinal images using hybrid vessel phase portrait analysis
    Muangnak, Nittaya
    Aimmanee, Pakinee
    Makhanov, Stanislav
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2018, 56 (04) : 583 - 598
  • [4] Gabor filters and phase portraits for the detection of architectural distortion in mammograms
    Rangaraj M. Rangayyan
    Fábio J. Ayres
    Medical and Biological Engineering and Computing, 2006, 44 : 883 - 894
  • [5] Blood Vessels Detection and Segmentation in Retina using Gabor Filters
    Farokhian, Farnaz
    Demirel, Hasan
    2013 10TH INTERNATIONAL CONFERENCE ON HIGH CAPACITY OPTICAL NETWORKS AND ENABLING TECHNOLOGIES (HONET-CNS), 2013, : 104 - 108
  • [6] Automatic Detection of Optic Disc in Retina Image Using CNN and CRF
    Huang Wen-Bo
    Wen, Dunwei
    Dewan, M. Ali Akber
    Yan Yang
    Wang Ke
    2018 IEEE SMARTWORLD, UBIQUITOUS INTELLIGENCE & COMPUTING, ADVANCED & TRUSTED COMPUTING, SCALABLE COMPUTING & COMMUNICATIONS, CLOUD & BIG DATA COMPUTING, INTERNET OF PEOPLE AND SMART CITY INNOVATION (SMARTWORLD/SCALCOM/UIC/ATC/CBDCOM/IOP/SCI), 2018, : 1917 - 1922
  • [7] Automated Detection of Optic Disc for the Analysis of Retina Using Color Fundus Image
    Zubair, Muhammad
    Yamin, Abubakar
    Khan, Shoab A.
    2013 IEEE INTERNATIONAL CONFERENCE ON IMAGING SYSTEMS AND TECHNIQUES (IST 2013), 2013, : 239 - 242
  • [8] Automatic Optic Disc and Fovea Detection in Retinal Images Using Super-Elliptical Convergence Index Filters
    Dashtbozorg, Behdad
    Zhang, Jiong
    Huang, Fan
    Romeny, Bart M. ter Haar
    IMAGE ANALYSIS AND RECOGNITION (ICIAR 2016), 2016, 9730 : 697 - 706
  • [9] Fast Optic Disc Segmentation in Retina Using Polar Transform
    Zahoor, Muhammad Nauman
    Fraz, Muhammad Moazam
    IEEE ACCESS, 2017, 5 : 12293 - 12300
  • [10] Detection of architectural distortion in prior screening mammograms using Gabor filters, phase portraits, fractal dimension, and texture analysis
    Rangayyan, Rangaraj M.
    Prajna, Shormistha
    Ayres, Fabio J.
    Desautels, J. E. Leo
    INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2008, 2 (06) : 347 - 361