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
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