Spectral gradient method for impulse noise removal

被引:12
|
作者
Liu, Jinkui [1 ,2 ]
Li, Shengjie [1 ]
机构
[1] Chongqing Univ, Coll Math & Stat, Chongqing 401331, Peoples R China
[2] Chongqing Three Gorges Univ, Sch Math & Stat, Chongqing 404100, Peoples R China
基金
中国国家自然科学基金;
关键词
Image processing; Variation method; Two-phase method; Spectral gradient method; DETAIL-PRESERVING REGULARIZATION; MINIMIZATION; ALGORITHM; FILTERS;
D O I
10.1007/s11590-014-0845-4
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we propose a new spectral gradient method for removing impulse noise in the second phase of the two-phase method. An attractive property of the proposed method is that the search direction satisfies the sufficient descent property at each iteration, which is independent of any line search. Under Armijo-type line search, the global convergence of the proposed method is simplify established for general smooth functions. The preliminary numerical experiments are given to indicate the efficiency of the proposed method for impulse noise removal.
引用
收藏
页码:1341 / 1351
页数:11
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