Fovea center detection based on the retina anatomy and mathematical morphology

被引:61
|
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
Fovea center detection; Mathematical morphology; Diabetic Macular Edema; DIABETIC-RETINOPATHY; FUNDUS IMAGES; OPTIC DISC; SEGMENTATION;
D O I
10.1016/j.cmpb.2010.07.006
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this work, we present a new fovea center detection method for color eye fundus images. This method is based on known anatomical constraints on the relative locations of retina structures, and mathematical morphology. The detection of this anatomical feature is a prerequisite for the computer aided diagnosis of several retinal diseases, such as Diabetic Macular Edema. The proposed method is adaptive to local illumination changes, and it is robust to local disturbances introduced by pathologies in digital color eye fundus images (e.g. exudates). Our experimental results using the DRIVE image database indicate that our method is able to detect the fovea center in 37 out of 37 images (i.e. with a success rate of 100%). Using the DIARETDB1 database, our method was able to detect the fovea center in 92.13% of all tested cases (i.e. in 82 out of 89 images). These results indicate that our approach potentially can achieve a better performance than comparable methods proposed in the literature. (C) 2010 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:397 / 409
页数:13
相关论文
共 50 条
  • [31] Infrared small target detection and tracking based on mathematical morphology
    Bai, Xiangzhi
    Zhou, Fugen
    Jin, Ting
    Liu, Zhaoying
    ICIC Express Letters, 2010, 4 (05): : 1495 - 1500
  • [32] Edge Detection of Ultrasonic Medical Image Based on Mathematical Morphology
    LIU Qi WANG Tianfu ZHENG Changqiong LI Deyu ZHENG Yi Biomedical Engineering Center Sichuan University Chengdu China Department of Electrical Engineering St Cloud State University USA
    计算机工程, 2002, (S1) : 160 - 164
  • [33] A Mathematical Morphology based Approach for Vehicle Detection in Road Tunnels
    Frias-Velazquez, Andres
    Nino-Castaneda, Jorge Oswaldo
    Jelaca, Vedran
    Pizurica, Aleksandra
    Philips, Wilfried
    APPLICATIONS OF DIGITAL IMAGE PROCESSING XXXIV, 2011, 8135
  • [34] Mathematical morphology-based islanding detection for distributed generation
    Farhan, Musliyarakath Aneesa
    Swarup, Shanti K.
    IET GENERATION TRANSMISSION & DISTRIBUTION, 2017, 11 (14) : 3449 - 3457
  • [35] Vehicle license plate detection based on projection and mathematical morphology
    Ma, Z
    Yang, F
    PROCEEDINGS OF THE THIRD IASTED INTERNATIONAL CONFERENCE ON CIRCUITS, SIGNALS, AND SYSTEMS, 2005, : 234 - 238
  • [36] Faulty Line Detection for Distribution Network Based on Mathematical morphology
    Li, Ruowei
    Liu, Zengli
    2015 IEEE International Conference on Signal Processing, Communications and Computing (ICSPCC), 2015, : 714 - 719
  • [37] Infrared image enhancement based on the edge detection and mathematical morphology
    Zhang, Linlin
    Zhao, Yuejin
    Dong, Liquan
    Liu, Xiaohua
    Yu, Xiaomei
    Hui, Mei
    Chu, Xuhong
    Gong, Cheng
    INFRARED, MILLIMETER WAVE, AND TERAHERTZ TECHNOLOGIES, 2010, 7854
  • [38] Blockboard Defect Detection Based on Wavelet Transform and Mathematical Morphology
    Yang, Nianxue
    Qi, Dawei
    ADVANCES IN COMPUTER SCIENCE, INTELLIGENT SYSTEM AND ENVIRONMENT, VOL 3, 2011, 106 : 455 - 460
  • [39] A new approach to yarn neps detection based on mathematical morphology
    Ren, HR
    Yang, M
    Liu, WL
    ICEMI 2005: Conference Proceedings of the Seventh International Conference on Electronic Measurement & Instruments, Vol 1, 2005, : 266 - 269
  • [40] Hyperspectral subpixel target detection based on extended mathematical morphology
    Liu, Chang
    Li, Junwei
    Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering, 2015, 44 (10): : 3141 - 3147