Detail publikačního výsledku

A Study of Bilateral Symmetry in Color Fundus Photographs

BISWAS, S.; ROHDIN, J.; BISWAS, A.; DRAHANSKÝ, M.

Original Title

A Study of Bilateral Symmetry in Color Fundus Photographs

English Title

A Study of Bilateral Symmetry in Color Fundus Photographs

Type

WoS Article

Original 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.

English 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

Key words in English

eye, retina, fundus image, bilateral symmetry

Authors

BISWAS, S.; ROHDIN, J.; BISWAS, A.; DRAHANSKÝ, M.

RIV year

2022

Released

21.05.2021

ISBN

2169-3536

Periodical

IEEE Access

Volume

2021

Number

9

State

United States of America

Pages from

109624

Pages to

109651

Pages count

28

URL

https://ieeexplore.ieee.org/document/9502673/

Full text in the Digital Library

http://hdl.handle.net/

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/"
}