Result Details

A Study of Bilateral Symmetry in Color Fundus Photographs

BISWAS, S.; ROHDIN, J.; BISWAS, A.; DRAHANSKÝ, M. A Study of Bilateral Symmetry in Color Fundus Photographs. IEEE Access, 2021, vol. 2021, no. 9, p. 109624-109651. ISSN: 2169-3536.
Type
journal article
Language
English
Authors
Biswas Sangeeta, Ph.D.
Rohdin Johan Andréas, M.Sc., Ph.D., FIT (FIT), DCGM (FIT)
BISWAS, A.
Drahanský Martin, prof. Ing., Ph.D., DITS (FIT)
Abstract

We have previously shown that there is a high degree of bilateral similarity in the central retinal blood vessels (CRBVs), which are responsible for supplying blood to retinas and can be used as a strong biometric. We have also shown that a side-independent retina verification system can be developed based on the bilateral similarity in CRBVs. In this paper, we perform a similar investigation for color fundus photographs since color fundus photographs are much richer representations of retinas than CRBVs. We investigate whether the color fundus photographs of the left and right retinas possess strong enough bilateral symmetry so that we reliably tell whether a pair of the left and right retinas belong to a single subject. We evaluate and analyse the performance of both human- and deep neural network-based bilateral verification by experimenting on color fundus photographs of two publicly available data sets.

Keywords

eye, retina, fundus image, bilateral symmetry

URL
Published
2021
Pages
109624–109651
Journal
IEEE Access, vol. 2021, no. 9, ISSN 2169-3536
DOI
UT WoS
000683975700001
EID Scopus
BibTeX
@article{BUT175773,
  author="BISWAS, S. and ROHDIN, J. and BISWAS, A. and DRAHANSKÝ, M.",
  title="A Study of Bilateral Symmetry in Color Fundus Photographs",
  journal="IEEE Access",
  year="2021",
  volume="2021",
  number="9",
  pages="109624--109651",
  doi="10.1109/ACCESS.2021.3101521",
  issn="2169-3536",
  url="https://ieeexplore.ieee.org/document/9502673/"
}
Projects
Spolehlivé, bezpečné a efektivní počítačové systémy, BUT, Vnitřní projekty VUT, FIT-S-20-6427, start: 2020-03-01, end: 2023-02-28, completed
Research groups
Departments
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