Iris Image Classification Based on Color Information

被引:0
|
作者
Zhang, Hui [1 ,2 ]
Sun, Zhenan [2 ]
Tan, Tieniu [2 ]
Wang, Jianyu [1 ]
机构
[1] Chinese Acad Sci, Shanghai Inst Tech Phys, Beijing 100864, Peoples R China
[2] Chinese Acad Sci, Inst Automat, NLPR, Beijing 100864, Peoples R China
关键词
RECOGNITION;
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 using iris images captured in visible light have several advantages compared to using near infrared (NIR) images, and draw attention from biometrics researchers. The acquisition of color iris image does not ask for special cameras, and reserves the color information of iris. The color information can be used as an important clue for iris classification which improves performance of iris recognition on non-ideal iris images. In this paper, we propose a novel color feature for iris classification, named as iris color Texton using RGB, HSI and 1 alpha beta color spaces. Extensive experiments are performed on three databases. The proposed iris color Texton shows advantages in iris image classification based on color information.
引用
收藏
页码:3427 / 3430
页数:4
相关论文
共 50 条
  • [1] Information-based color feature representation for image classification
    Wang, S. L.
    Liew, A. W. C.
    2007 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-7, 2007, : 3149 - 3152
  • [2] Iris Occluded Image Classification Using Color and SIFT Features
    Pavaloi, Ioan
    Ignat, Anca
    2019 E-HEALTH AND BIOENGINEERING CONFERENCE (EHB), 2019,
  • [3] Information System in Image classification based on SVM and color clustering analysis
    Qi, Liying
    Wang, Kegang
    ADVANCED RESEARCH ON MATERIAL SCIENCE, ENVIROMENT SCIENCE AND COMPUTER SCIENCE III, 2014, 886 : 572 - +
  • [4] Adding Fuzzy Color Information for Image Classification
    Forcen, J. I.
    Pagola, M.
    Bustince, H.
    Soto-Hidalgo, J. M.
    Chamorro-Martinez, J.
    2017 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2017,
  • [5] A Revisit Histogram of Oriented Descriptor for Facial Color Image Classification Based on Fusion of Color Information
    Nguyen-Quoc, Huy
    Hoang, Vinh Truong
    JOURNAL OF SENSORS, 2021, 2021 (2021)
  • [6] Gender Classification of Iris Image Based on Residual Network
    Yu Fusheng
    Yu Jiang
    Lu Yuanfu
    Zhou Zhisheng
    Li Guangyuan
    LASER & OPTOELECTRONICS PROGRESS, 2021, 58 (16)
  • [7] Iris Image Classification Based on Hierarchical Visual Codebook
    Sun, Zhenan
    Zhang, Hui
    Tan, Tieniu
    Wang, Jianyu
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2014, 36 (06) : 1120 - 1133
  • [8] Video Iris Recognition Based on Iris Image Quality Evaluation and Semantic Classification
    Garea-Llano, Eduardo
    Morales-Gonzalez, Annette
    Osorio-Roig, Daile
    PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS, COMPUTER VISION, AND APPLICATIONS (CIARP 2019), 2019, 11896 : 198 - 208
  • [9] An efficient color and texture based iris image retrieval technique
    Jayaraman, Umarani
    Prakash, Surya
    Gupta, Phalguni
    EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (05) : 4915 - 4926
  • [10] Research on Color Image Classification Based on HSV Color Space
    Chen Junhua
    Lei Jing
    PROCEEDINGS OF THE 2012 SECOND INTERNATIONAL CONFERENCE ON INSTRUMENTATION & MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC 2012), 2012, : 944 - 947