A coarse-to-fine strategy for automatically detecting exudates in color eye fundus images

被引:111
作者
Welfer, Daniel [1 ]
Scharcanski, Jacob [1 ]
Marinho, Diane Ruschel [2 ]
机构
[1] Univ Fed Rio Grande do Sul, Inst Informat, BR-91509900 Porto Alegre, RS, Brazil
[2] Univ Fed Rio Grande do Sul, Fac Med, BR-90035003 Porto Alegre, RS, Brazil
关键词
Eye fundus image analysis; Exudate detection; Mathematical morphology; Color image analysis; Diabetic macular edema; DIABETIC-RETINOPATHY;
D O I
10.1016/j.compmedimag.2009.10.001
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The detection of exudates is a prerequisite for detecting and grading severe retinal lesions, like the diabetic macular edema. In this work, we present a new method based on mathematical morphology for detecting exudates in color eye fundus images. A preliminary evaluation of the proposed method performance on a known public database, namely DIARETDB1, indicates that it can achieve an average sensitivity of 70.48%, and an average specificity of 98.84%. Comparing to other recent automatic methods available in the literature, our proposed approach potentially can obtain better exudate detection results in terms of sensitivity and specificity. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:228 / 235
页数:8
相关论文
共 23 条
  • [1] [Anonymous], 1999, HDB COMPUTER VISION
  • [2] Diabetic retinopathy and diabetic macular edema - Pathophysiology, screening, and novel therapies
    Ciulla, TA
    Amador, AG
    Zinman, B
    [J]. DIABETES CARE, 2003, 26 (09) : 2653 - 2664
  • [3] DOUGHERTY ER, 2003, SPIE PUBLICATIONS TT, V59
  • [4] Frith P., 2001, EYE CLIN PRACTICE, DOI 10.1002/9780470760147
  • [5] Hollyfield JG., 2006, RETINAL DEGENERATIVE, P195
  • [6] Kande GB, 2008, SIXTH INDIAN CONFERENCE ON COMPUTER VISION, GRAPHICS & IMAGE PROCESSING ICVGIP 2008, P535
  • [7] KAUPPI T, 2007, MED IMAGE UNDERSTAND, P61
  • [8] Automatic segmentation of age-related macular degeneration in retinal fundus images
    Koese, Cemal
    Sevik, Ugur
    Gencalioglu, Okyay
    [J]. COMPUTERS IN BIOLOGY AND MEDICINE, 2008, 38 (05) : 611 - 619
  • [9] RetsoftPlus:: A tool for retinal image analysis
    Lalonde, M
    Laliberté, F
    Gagnon, L
    [J]. 17TH IEEE SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, PROCEEDINGS, 2004, : 542 - 547
  • [10] Automated detection of optic disc location in retinal images
    Lupascu, Carmen Alina
    Di Rosa, Luigi
    Tegolo, Domenico
    [J]. PROCEEDINGS OF THE 21ST IEEE INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, 2008, : 17 - +