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Segmentation of optic disc and cup in retinal images using of deep learning approaches

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F23%3APU148718" target="_blank" >RIV/00216305:26220/23:PU148718 - isvavai.cz</a>

  • Result on the web

    <a href="https://www.eeict.cz/eeict_download/archiv/sborniky/EEICT_2023_sbornik_1.pdf" target="_blank" >https://www.eeict.cz/eeict_download/archiv/sborniky/EEICT_2023_sbornik_1.pdf</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Segmentation of optic disc and cup in retinal images using of deep learning approaches

  • Original language description

    This paper presents a comparative analysis of optic disc and cup segmentation in retinal fundus images using two deep learning models: the classical U-net and its modified version, nnU-Net. The models were trained and tested on publicly available databases consisting of 1295 images for training and 555 images for testing. The results indicate that while nnU-Net demonstrated only slight improvements in disc segmentation on the test database, it significantly outperformed the U-net model in optical cup segmentation.

  • Czech name

  • Czech description

Classification

  • Type

    O - Miscellaneous

  • CEP classification

  • OECD FORD branch

    20601 - Medical engineering

Result continuities

  • Project

    <a href="/en/project/GA21-18578S" target="_blank" >GA21-18578S: Dual-wavelength functional retinal imaging and simultaneous biosignals acquisition for ocular blood circulation assessment</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2023

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů