Generation of Fake Iris Images Using CycleGAN

Jae gab Choi, Jin Ho Park, Gye Young Kim

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

With the development of biometric recognition technology, identification of users through biometric information such as iris, fingerprint, and palm print is being applied to many areas. In the case of iris, various methods of recognition and methods of detection of fake iris have been studied at the iris recognition stage. However, fake iris detection research has been conducted by using the printed output or the artificial iris due to the absence of fake iris data. In this paper, fake iris images are generated for the research of the detection of fake iris using CycleGAN. The CycleGAN model has learned to reduce constraints against existing generation models and to avoid bias in probability distributions using bidirectional LossFunction. In the experiment, CASIA Iris Image Database ver 4.0 was used and the data was obtained for the detection of fake iris by creating fake iris.

Original languageEnglish
Title of host publicationAdvances in Computer Science and Ubiquitous Computing - CSA-CUTE 2019
EditorsJames J. Park, Simon James Fong, Yi Pan, Yunsick Sung
PublisherSpringer Science and Business Media Deutschland GmbH
Pages503-507
Number of pages5
ISBN (Print)9789811593420
DOIs
StatePublished - 2021
Event11th International Conference on Computer Science and its Applications, CSA 2019 and 14th KIPS International Conference on Ubiquitous Information Technologies and Applications, CUTE 2019 - Macao, China
Duration: 18 Dec 201920 Dec 2019

Publication series

NameLecture Notes in Electrical Engineering
Volume715
ISSN (Print)1876-1100
ISSN (Electronic)1876-1119

Conference

Conference11th International Conference on Computer Science and its Applications, CSA 2019 and 14th KIPS International Conference on Ubiquitous Information Technologies and Applications, CUTE 2019
Country/TerritoryChina
CityMacao
Period18/12/1920/12/19

Keywords

  • CycleGAN
  • Fake image
  • Fake iris
  • GAN
  • Iris

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