Detail výsledku

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.
Typ
článek v časopise
Jazyk
anglicky
Autoři
Biswas Sangeeta, Ph.D.
Rohdin Johan Andréas, M.Sc., Ph.D., FIT (FIT), UPGM (FIT)
BISWAS, A.
Drahanský Martin, prof. Ing., Ph.D., UITS (FIT)
Abstrakt

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.

Klíčová slova

eye, retina, fundus image, bilateral symmetry

URL
Rok
2021
Strany
109624–109651
Časopis
IEEE Access, roč. 2021, č. 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/"
}
Projekty
Spolehlivé, bezpečné a efektivní počítačové systémy, VUT, Vnitřní projekty VUT, FIT-S-20-6427, zahájení: 2020-03-01, ukončení: 2023-02-28, ukončen
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