A Fourier Transform Quality Measure for Iris Images

被引:0
|
作者
Makinana, Sisanda [1 ]
Van der Merwe, Johannes J. [1 ]
Malumedzha, Tendani [1 ]
机构
[1] CSIR, Modelling & Digital Sci, Pretoria, South Africa
关键词
image quality; quality measure; Fourier Transform;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Iris recognition systems have attracted much attention for their uniqueness, stability and reliability. However, performance of this system depends on quality of acquired iris sample. This is because in order to obtain reliable features good quality images are to be used. Thus, it is important to accurately assess image quality before applying feature extraction algorithm in order to avoid insufficient results. This study aims to quantitatively analyse the effect of iris image quality in order to ensure that good quality images are selected for feature extraction, in order to improve iris recognition system. In addition, this research proposes a measure of iris image quality using a Fourier Transform. The experimental results demonstrate that the proposed algorithm shows better performance in quality classification as it yields a 97% accuracy rate than the existing algorithms.
引用
收藏
页码:51 / 56
页数:6
相关论文
共 50 条
  • [1] Fourier Transform-Based Scalable Image Quality Measure
    Narwaria, Manish
    Lin, Weisi
    McLoughlin, Ian Vince
    Emmanuel, Sabu
    Chia, Liang-Tien
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (08) : 3364 - 3377
  • [2] Iris verification based on Fractional Fourier Transform
    Yu, L
    Wang, KQ
    Wang, CF
    Zhang, D
    2002 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-4, PROCEEDINGS, 2002, : 1470 - 1473
  • [3] FOURIER TRANSFORM CODING OF IMAGES
    吴健康
    R.E.BURGE
    ScienceinChina,SerA., 1985, Ser.A.1985 (12) : 1317 - 1326
  • [4] FOURIER TRANSFORM CODING OF IMAGES
    吴健康
    R.E.BURGE
    Science China Mathematics, 1985, (12) : 1317 - 1326
  • [5] Quality Assessment of Blind Color Images Using Quaternion Fourier Transform
    Zhou Ke
    Wu Chengmao
    Li Changxing
    LASER & OPTOELECTRONICS PROGRESS, 2020, 57 (18)
  • [6] The Effect of Fractional Fourier Transform Angle in Encryption Quality for Digital Images
    Elhoseny, Heba M.
    Faragallah, Osama S.
    Ahmed, Hossam E. H.
    Kazemian, Hassan B.
    El-sayed, Hala S.
    Abd El-Samie, Fathi E.
    OPTIK, 2016, 127 (01): : 315 - 319
  • [7] Behavior of the First Variation of Fourier Transform of a Measure on the Fourier Feynman Transform and Convolution
    Kim, Young Sik
    NUMERICAL FUNCTIONAL ANALYSIS AND OPTIMIZATION, 2016, 37 (06) : 699 - 718
  • [8] The trinion Fourier transform of color images
    Assefa, Dawit
    Mansinha, Lalu
    Tiampo, Kristy F.
    Rasmussen, Henning
    Abdella, Kenzu
    SIGNAL PROCESSING, 2011, 91 (08) : 1887 - 1900
  • [9] FOURIER TRANSFORM CODING OF IMAGES.
    Jiankang, Wu
    Burge, R.E.
    Scientia sinica. Series A. Mathematical, physical, astronomical and technical sciences, 1985, 28 (12): : 1317 - 1326
  • [10] FOURIER-TRANSFORM CODING OF IMAGES
    WU, JK
    BURGE, RE
    SCIENTIA SINICA SERIES A-MATHEMATICAL PHYSICAL ASTRONOMICAL & TECHNICAL SCIENCES, 1985, 28 (12): : 1317 - 1326