Age-related macular degeneration identification based on HRC layers analyses in OCT images

被引:0
|
作者
Benkhelfallah, Amel [1 ]
Messadi, Mahammed [1 ]
Bessaid, Abdelhafid [1 ]
Lazouni, Mohammed El Amine [1 ]
机构
[1] Univ Tlemcen, Technol Fac, Dept Biomed Engn, Biomed Lab, Tilimsen 13000, Algeria
关键词
age-related macular degeneration; AMD; hyper reflective complex; HRC; automatic segmentation; optical coherence tomography; OCT; AMD classification; OPTICAL COHERENCE TOMOGRAPHY; SD-OCT; SEGMENTATION; DRUSEN; EDEMA;
D O I
10.1504/IJBET.2022.124667
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Age-related macular degeneration (AMD) is a very dangerous disease which usually affects the eyes of people with age above 50 years. AMD is characterised by extra-cellular deposition that accumulate between the retinal pigment epithelium (RPE) and the inner collagenous layer of Bruch's membrane, causing the death of RPE cells and subsequent loss of photoreceptor cells. Optical coherence tomography (OCT) imaging technique is the powerful tool that can detect at early stage the different macular abnormalities, in view of its high-resolution cross-sectional images. The purpose of this work is to separate the healthy images from AMD OCT images by analysing and quantifying the extracted hyper reflective complex (HRC) layer using the image processing technique. The extracted layer is divided in to ten quadrants. In each sample, the number of white pixels is counted, and the mean value of these pixels is then calculated. For both the healthy and the AMD affected images, the average mean value is calculated. Based on this value, a decision rule is fixed to classify the images of interest. The proposed method showed an accuracy of 87.5%.
引用
收藏
页码:426 / 436
页数:12
相关论文
共 50 条
  • [1] Identification of Age-Related Macular Degeneration Using OCT Images
    Arabi, Punal M.
    Krishna, Nanditha
    Ashwini, V
    Prathibha, H. M.
    INTERNATIONAL CONFERENCE ON ADVANCES IN MATERIALS AND MANUFACTURING APPLICATIONS (ICONAMMA-2017), 2018, 310
  • [2] Appropriate identification of age-related macular degeneration using OCT images
    Hani, Marwa
    Ben Slama, Amine
    Zghal, Imen
    Trabelsi, Hedi
    COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING-IMAGING AND VISUALIZATION, 2021, 9 (02): : 146 - 156
  • [3] A COMPARISION OF OCT AND RETINAL FUNDUS IMAGES FOR AGE-RELATED MACULAR DEGENERATION
    Arabi, Punal. M.
    Krishna, Nanditha
    Deepa, Vamsha N.
    Ashwini, V
    Prathibha, H. M.
    2017 8TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT), 2017,
  • [4] Detection of Wet Age-related Macular Degeneration in OCT Images: A Case Study
    Haq, Anam
    Wilk, Szymon
    INNOVATIONS IN BIOMEDICAL ENGINEERING, 2018, 623 : 43 - 51
  • [5] Automated retinal layer segmentation in OCT images of age-related macular degeneration
    Chen, Zailiang
    Li, Dabao
    Shen, Hailan
    Mo, Yufang
    Wei, Hao
    Ouyang, Pingbo
    IET IMAGE PROCESSING, 2019, 13 (11) : 1824 - 1834
  • [6] Classification and segmentation of OCT images for age-related macular degeneration based on dual guidance networks
    Diao, Shengyong
    Su, Jinzhu
    Yang, Changqing
    Zhu, Weifang
    Xiang, Dehui
    Chen, Xinjian
    Peng, Qing
    Shi, Fei
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2023, 84
  • [7] ALGORITHM OF SEGMENTATION OF OCT MACULAR IMAGES TO ANALYZE THE RESULTS IN PATIENTS WITH AGE-RELATED MACULAR DEGENERATION
    Ibragimova, R. R.
    Gilmanov, II
    Lopukhova, E. A.
    Lakman, I. A.
    Bilyalov, A. R.
    Mukhamadeev, T. R.
    Kutluyarov, R., V
    Idrisova, G. M.
    BULLETIN OF RUSSIAN STATE MEDICAL UNIVERSITY, 2022, (06): : 85 - 91
  • [8] Age-Related Macular Degeneration Detection and Stage Classification Using Choroidal OCT Images
    Deng, Jingjing
    Xie, Xianghua
    Terry, Louise
    Wood, Ashley
    White, Nick
    Margrain, Tom H.
    North, Rachel V.
    IMAGE ANALYSIS AND RECOGNITION (ICIAR 2016), 2016, 9730 : 707 - 715
  • [9] Retinal Cysts in Age-Related Macular Degeneration: An Oct Study
    Wolff, B.
    El Maftouhi, M. Quaranta
    Faysse, M. Mauget
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2010, 51 (13)
  • [10] Survey on age-related macular degeneration detection in OCT image
    Deepti S.R.
    Karthik P.C.
    International Journal of Computers and Applications, 2024, 46 (02) : 101 - 112