Optimal features selection based on circular Gabor filters and RSE in texture segmentation

被引:1
|
作者
Wang, Qiong
Liu, Jian
Tian, Jinwen
机构
关键词
texture segmentation; circular Gabor filters; rough set; information entropy; feature selection;
D O I
10.1117/12.748235
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper designs the circular Gabor filters incorporating into the human visual characteristics, and the concept of mutual information entropy in rough set is introduced to evaluate the effect of the features extracted from different filters on clustering, redundant features are got rid of, Experimental results indicate that the proposed algorithm outperforms conventional approaches in terms of both objective measurements and visual evaluation in texture segmentation.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] Iris Segmentation in Visible Wavelength Images using Circular Gabor Filters and Optimization
    Radman, Abduljalil
    Jumari, Kasmiran
    Zainal, Nasharuddin
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2014, 39 (04) : 3039 - 3049
  • [42] Iris Segmentation in Visible Wavelength Images using Circular Gabor Filters and Optimization
    Abduljalil Radman
    Kasmiran Jumari
    Nasharuddin Zainal
    Arabian Journal for Science and Engineering, 2014, 39 : 3039 - 3049
  • [43] Algorithm for iris recognition based on texture distribution and Gabor filters
    College of Information Engineering, Guangdong University of Technology, Guangzhou 510643, China
    Jisuanji Gongcheng, 2006, 9 (199-200+205):
  • [44] Texture segmentation of a 3D seismic section with wavelet transform and Gabor filters
    Fernández, M
    Mavilio, A
    Tejera, M
    15TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, PROCEEDINGS: IMAGE, SPEECH AND SIGNAL PROCESSING, 2000, : 354 - 357
  • [45] Gabor Filter and Texture based Features for Palmprint Recognition
    Younesi, Ali
    Amirani, Mehdi Chehel
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE (ICCS 2017), 2017, 108 : 2488 - 2495
  • [46] SELECTION OF OPTIMAL FEATURES FOR TEXTURE CHARACTERIZATION AND PERCEPTION
    Gebejes, A.
    Huertas, R.
    Tomic, I.
    Stepanic, M.
    2013 COLOUR AND VISUAL COMPUTING SYMPOSIUM (CVCS), 2013,
  • [47] Building a Brain Atlas based on Gabor Texture Features
    Khaminkure, Arkane
    Horkaew, Paramate
    Panyavaraporn, Jantana
    PROCEEDINGS OF 2017 14TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER SCIENCE AND SOFTWARE ENGINEERING (JCSSE), 2017,
  • [48] Rotation-Invariant Texture Classification Using Circular Gabor Wavelets Based Local and Global Features
    Yin Qingbo
    Kim, Jong Nam
    CHINESE JOURNAL OF ELECTRONICS, 2008, 17 (04): : 646 - 648
  • [49] Flower image segmentation with PCA fused colored covariance and gabor texture features based level sets
    Inthiyaz, Syed
    Madhav, B. T. P.
    Kishore, P. V. V.
    AIN SHAMS ENGINEERING JOURNAL, 2018, 9 (04) : 3277 - 3291
  • [50] Integration of the optimal gabor filter design and local binary patterns for texture segmentation
    Ma, Li
    Zhu, Lei
    2007 IEEE INTERNATIONAL CONFERENCE ON INTEGRATION TECHNOLOGY, PROCEEDINGS, 2007, : 408 - +