Insights into Age-Related Macular Degeneration Detection: A Comprehensive Review of OCT Image Analysis

被引:0
|
作者
Nejkar, Rahul Sukumar [1 ,2 ]
Sayyad, Shabnam Farook [1 ]
机构
[1] Savitribai Phule Pune Univ, AISSMS Coll Engn, Dept Comp Engn, Pune 411001, Maharashtra, India
[2] Sanjeevan Engn & Technol Inst, Panhala 416201, Maharashtra, India
关键词
Age-related macular degeneration (AMD); Optical coherence tomography (OCT); Computer-aided diagnostic (CAD); QUANTIFICATION; SEGMENTATION; SEVERITY;
D O I
10.1007/978-981-99-9043-6_1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Age-related macular degeneration (AMD) and diabetic retinopathy (DR) are eye disorders that affect the macula, the center of the retina, and can harm an elderly person's vision. The severity of these conditions can require immediate eye care, and each case requires a different treatment. Optical coherence tomography (OCT) is a method for evaluating AMD diagnosis. The early treatment depends on the correct finding of wet and dry AMD. This paper deliberates state-of-the-art methods for automatic and faster classification of wet and dry AMD with deep convolutional neural networks, evaluating their performance results for AMD diagnosis and grading. The main objective of this research is to investigate and evaluate computer-aided diagnostic (CAD) methods for diagnosing and rating AMDs.
引用
收藏
页码:1 / 12
页数:12
相关论文
共 50 条
  • [1] 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
  • [2] A comprehensive study of age-related macular degeneration detection
    Hsu, Chih-Chung
    Lee, Chia-Yen
    Lin, Cheng-Jhong
    Yeh, Hung
    MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (09) : 11897 - 11916
  • [3] A comprehensive study of age-related macular degeneration detection
    Chih-Chung Hsu
    Chia-Yen Lee
    Cheng-Jhong Lin
    Hung Yeh
    Multimedia Tools and Applications, 2022, 81 : 11897 - 11916
  • [4] OCT Biomarkers in Neovascular Age-Related Macular Degeneration: A Narrative Review
    Metrangolo, Cristian
    Donati, Simone
    Mazzola, Marco
    Fontanel, Liviana
    Messina, Walter
    D'alterio, Giulia
    Rubino, Marisa
    Radice, Paolo
    Premi, Elias
    Azzolini, Claudio
    JOURNAL OF OPHTHALMOLOGY, 2021, 2021
  • [5] Advancements in the treatment of age-related macular degeneration: a comprehensive review
    Papaioannou, Christos
    POSTGRADUATE MEDICAL JOURNAL, 2024, 100 (1185) : 445 - 450
  • [6] Age-Related Macular Degeneration A Review
    Fleckenstein, Monika
    Schmitz-Valckenberg, Steffen
    Chakravarthy, Usha
    JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2024, 331 (02): : 147 - 157
  • [7] 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
  • [8] Genetic Insights into Age-Related Macular Degeneration
    Bhumika
    Bora, Nalini S.
    Bora, Puran S.
    BIOMEDICINES, 2024, 12 (07)
  • [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] 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