An iterative method for impulse noise removal

被引:0
|
作者
Wu, Xuesha [1 ]
Ji, Yun [2 ]
机构
[1] Chongqing Coll Elect Engn, Sch Liberal & Int Educ, Chongqing, Peoples R China
[2] Chongqing Coll Elect Engn, Sch Elect & Internet Things, Chongqing 401331, Peoples R China
来源
SCIENCEASIA | 2019年 / 45卷 / 01期
关键词
two-phase method; optimization; conjugate gradient method;
D O I
10.2306/scienceasia1513-1874.2019.45.092
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Based on the conjugate gradient method, we propose a modified iterative method (MCG) for impulse noise removal based on the famous two-phase scheme. The noise candidates are firstly identified by the adaptive median filter, and then the MCG method recovers these noise candidates by minimizing an edge-preserving regularization function. A nice property of the MCG method is that the global convergence can be established without assuming that the objective function satisfies strong convexity under the Armijo-type line search. Numerical experiments show that the MCG method is effective to remove the impulse noise.
引用
收藏
页码:92 / 97
页数:6
相关论文
共 50 条
  • [1] A gradient-type iterative method for impulse noise removal
    Liu, Jinkui
    Cao, Haisong
    Zhao, Yongxiang
    Zhang, Liqiao
    NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS, 2021, 28 (04)
  • [2] An efficient method for the removal of impulse noise
    Luo, Wenbin
    Dang, Dung
    2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 2601 - +
  • [3] Iterative scheme-inspired network for impulse noise removal
    Minghui Zhang
    Yiling Liu
    Guanyu Li
    Binjie Qin
    Qiegen Liu
    Pattern Analysis and Applications, 2020, 23 : 135 - 145
  • [4] Iterative scheme-inspired network for impulse noise removal
    Zhang, Minghui
    Liu, Yiling
    Li, Guanyu
    Qin, Binjie
    Liu, Qiegen
    PATTERN ANALYSIS AND APPLICATIONS, 2020, 23 (01) : 135 - 145
  • [5] A variational method with a noise detector for impulse noise removal
    Chen, Shoushui
    Yang, Xin
    SCALE SPACE AND VARIATIONAL METHODS IN COMPUTER VISION, PROCEEDINGS, 2007, 4485 : 442 - +
  • [6] An Improved Impulse Noise Detection and Removal Method
    Xie Dange-en
    Zhang Zhili
    PROCEEDINGS OF THE 2013 INTERNATIONAL CONFERENCE ON INFORMATION, BUSINESS AND EDUCATION TECHNOLOGY (ICIBET 2013), 2013, 26 : 115 - 118
  • [7] Spectral gradient method for impulse noise removal
    Liu, Jinkui
    Li, Shengjie
    OPTIMIZATION LETTERS, 2015, 9 (07) : 1341 - 1351
  • [8] Spectral gradient method for impulse noise removal
    Jinkui Liu
    Shengjie Li
    Optimization Letters, 2015, 9 : 1341 - 1351
  • [9] Iterative deviation filter for fixed-valued impulse noise removal
    Jiayi Chen
    Yinwei Zhan
    Huiying Cao
    Multimedia Tools and Applications, 2020, 79 : 23695 - 23710
  • [10] Iterative deviation filter for fixed-valued impulse noise removal
    Chen, Jiayi
    Zhan, Yinwei
    Cao, Huiying
    MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (33-34) : 23695 - 23710