Split-Bregman iteration for framelet based image inpainting

被引:7
作者
Li, Qia [2 ]
Shen, Lixin [1 ,2 ]
Yang, Lihua [2 ]
机构
[1] Syracuse Univ, Dept Math, Syracuse, NY 13244 USA
[2] Sun Yat Sen Univ, Sch Math & Computat Sci, Guangzhou 510275, Guangdong, Peoples R China
基金
美国国家科学基金会;
关键词
Bregman iteration; Framelet; Inpainting; SYSTEMS;
D O I
10.1016/j.acha.2011.09.007
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Image inpainting plays a significant role in image processing and has many applications. Framelet based inpainting methods were introduced recently by Cai et al. (2007, 2009) [6,7,9] under an assumption that images can be sparsely approximated in the framelet domain. By analyzing these methods, we present a framelet based inpainting model in which the cost functional is the weighted l(1) norm of the framelet coefficients of the underlying image. The split-Bregman iteration is exploited to derive an iterative algorithm for the model. The resulting algorithm assimilates advantages while avoiding limitations of the framelet based inpainting approaches in Cal et al. (2007, 2009)[6,7,9]. The convergence analysis of the proposed algorithm is presented. Our numerical experiments show that the algorithm proposed here performs favorably. (C) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:145 / 154
页数:10
相关论文
共 20 条
[1]   Simultaneous structure and texture image inpainting [J].
Bertalmio, M ;
Vese, L ;
Sapiro, G ;
Osher, S .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (08) :882-889
[2]   Image inpainting [J].
Bertalmio, M ;
Sapiro, G ;
Caselles, V ;
Ballester, C .
SIGGRAPH 2000 CONFERENCE PROCEEDINGS, 2000, :417-424
[3]   Bi-framelet systems with few vanishing moments characterize Besov spaces [J].
Borup, L ;
Gribonval, R ;
Nielsen, M .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2004, 17 (01) :3-28
[4]  
Bregman L. M., 1967, USSR Comput Math Math Phys, V7, P200, DOI [10.1016/0041-5553(67)90040-7, DOI 10.1016/0041-5553(67)90040-7]
[5]   A framelet-based image inpainting algorithm [J].
Cai, Jian-Feng ;
Chan, Raymond H. ;
Shen, Zuowei .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2008, 24 (02) :131-149
[6]   SPLIT BREGMAN METHODS AND FRAME BASED IMAGE RESTORATION [J].
Cai, Jian-Feng ;
Osher, Stanley ;
Shen, Zuowei .
MULTISCALE MODELING & SIMULATION, 2009, 8 (02) :337-369
[7]   Convergence analysis of tight framelet approach for missing data recovery [J].
Cai, Jian-Feng ;
Chan, Raymond H. ;
Shen, Lixin ;
Shen, Zuowei .
ADVANCES IN COMPUTATIONAL MATHEMATICS, 2009, 31 (1-3) :87-113
[8]   Linearized Bregman Iterations for Frame-Based Image Deblurring [J].
Cai, Jian-Feng ;
Osher, Stanley ;
Shen, Zuowei .
SIAM JOURNAL ON IMAGING SCIENCES, 2009, 2 (01) :226-252
[9]   Simultaneously inpainting in image and transformed domains [J].
Cai, Jian-Feng ;
Chan, Raymond H. ;
Shen, Lixin ;
Shen, Zuowei .
NUMERISCHE MATHEMATIK, 2009, 112 (04) :509-533
[10]  
Chan T., 2005, COMMUN PUR APPL MATH, V58, P1019