Optic disc detection in color fundus images using ant colony optimization

被引:0
|
作者
Carla Pereira
Luís Gonçalves
Manuel Ferreira
机构
[1] University of Minho,Industrial Electronics
[2] Centro Hospitalar do Alto Ave,Ophthalmology Service
关键词
Anisotropic diffusion; Ant colony optimization; Diabetic retinopathy; Digital color fundus image; Medical image processing;
D O I
暂无
中图分类号
学科分类号
摘要
Diabetic retinopathy has been revealed as the most common cause of blindness among people of working age in developed countries. However, loss of vision could be prevented by an early detection of the disease and, therefore, by a regular screening program to detect retinopathy. Due to its characteristics, the digital color fundus photographs have been the easiest way to analyze the eye fundus. An important prerequisite for automation is the segmentation of the main anatomical features in the image, particularly the optic disc. Currently, there are many works reported in the literature with the purpose of detecting and segmenting this anatomical structure. Though, none of them performs as needed, especially when dealing with images presenting pathologies and a great variability. Ant colony optimization (ACO) is an optimization algorithm inspired by the foraging behavior of some ant species that has been applied in image processing with different purposes. In this paper, this algorithm preceded by anisotropic diffusion is used for optic disc detection in color fundus images. Experimental results demonstrate the good performance of the proposed approach as the optic disc was detected in most of all the images used, even in the images with great variability.
引用
收藏
页码:295 / 303
页数:8
相关论文
共 50 条
  • [31] Automatic Optic Disc Detection in Digital Fundus Images Using Image Processing Techniques
    Akhade, Snehal B.
    Deshmukh, V. U.
    Deosarkar, S. B.
    [J]. 2014 INTERNATIONAL CONFERENCE ON INFORMATION COMMUNICATION AND EMBEDDED SYSTEMS (ICICES), 2014,
  • [32] Thesholding Methods Review for the Location of the Optic Disc in Retinal Fundus Color Images
    Uribe-Valencia, Laura J.
    Martinez-Carballido, Jorge F.
    [J]. 2016 13TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, COMPUTING SCIENCE AND AUTOMATIC CONTROL (CCE), 2016,
  • [33] Segmentation of Optic Disc in Fundus Images Using an Active Contour
    Elbalaoui, A.
    Ouadid, Y.
    Merbouha, A.
    [J]. JOURNAL OF ELECTRONIC COMMERCE IN ORGANIZATIONS, 2018, 16 (01) : 97 - 111
  • [34] Optic Disc Segmentation in Fundus Images Using Deep Learning
    Kim, Jongwoo
    Tran, Loc
    Chew, Emily Y.
    Antani, Sameer
    Thoma, George R.
    [J]. MEDICAL IMAGING 2019: IMAGING INFORMATICS FOR HEALTHCARE, RESEARCH, AND APPLICATIONS, 2019, 10954
  • [35] Optic disc segmentation in fundus images using adversarial training
    Liu, Yang
    Fu, Dongmei
    Huang, Zhicheng
    Tong, Hejun
    [J]. IET IMAGE PROCESSING, 2019, 13 (02) : 375 - 381
  • [36] ELLIPSE DETECTION OF OPTIC DISC-AND-CUP BOUNDARY IN FUNDUS IMAGES
    Wang, Zeya
    Dong, Nanqing
    Rosario, Sean D.
    Xu, Min
    Xie, Pengtao
    Xing, Eric P.
    [J]. 2019 IEEE 16TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI 2019), 2019, : 601 - 604
  • [37] Automatic Tool for Optic Disc and Cup Detection on Retinal Fundus Images
    Angel Fernandez-Granero, Miguel
    Sarmiento Vega, Auxiliadora
    Isabel Garcia, Anabel
    Sanchez-Morillo, Daniel
    Jimenez, Soledad
    Alemany, Pedro
    Fondon, Irene
    [J]. ADVANCES IN COMPUTATIONAL INTELLIGENCE, IWANN 2017, PT I, 2017, 10305 : 246 - 256
  • [38] Perceptually Adapted Method for Optic Disc Detection on Retinal Fundus Images
    Fondon, Irene
    van Grinsven, Mark J. J. P.
    Sanchez, Clara I.
    Saez, Aurora
    [J]. 2013 IEEE 26TH INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS (CBMS), 2013, : 279 - 284
  • [39] Combining algorithms for automatic detection of optic disc and macula in fundus images
    Qureshi, Rashid Jalal
    Kovacs, Laszlo
    Harangi, Balazs
    Nagy, Brigitta
    Peto, Tunde
    Hajdu, Andras
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2012, 116 (01) : 138 - 145
  • [40] Optic disc and macula detection in fundus images by means of template matching
    Garduno-Alvarado, Tzolkin
    Elena Martinez-Perez, M.
    Martinez-Castellanos, Maria A.
    Rodriguez-Quinones, Luvia
    Salinas-Longoria, Samantha M.
    [J]. 2014 36TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2014, : 134 - 137