| A parallel alternating direction method with application to compound l(1)-regularized imaging inverse problems | |
He, Chuan1; Hu, Changhua1; Li, Xuelong2 ; Yang, Xiaogang1; Zhang, Wei1
| |
| 作者部门 | 光学影像学习与分析中心 |
| 2016-06-20 | |
| 发表期刊 | INFORMATION SCIENCES
 |
| ISSN | 0020-0255 |
| 卷号 | 348页码:179-197 |
| 产权排序 | 2 |
| 摘要 | We derive a parallel alternating direction method of multipliers (PADMM) and apply it to compound l(1)-regularized imaging inverse problems. The proposed method is capable of locating the saddle point of large-scale convex minimization problems with the sum of several nonsmooth but proximable terms. Using an operator splitting strategy, the objective is decomposed into subproblems that are conveniently, individually and simultaneously solved. With the assistance of the Moreau decomposition, our method excludes auxiliary variables that exist in the ADMM and possesses a compacter structure. Thus, the proposed method is preferable in distributed computation. The convergence proof and convergence rate analysis are presented. Application to both image restoration and image compressed sensing demonstrates the effectiveness and efficiency of the proposed method. (C) 2016 Elsevier Inc. All rights reserved. |
| 文章类型 | Article |
| 关键词 | Parallel Alternating Direction Method Of Multipliers (Padmm) Primal-dual Splitting Image Deblurring Mri Reconstruction Distributed Computation Adaptive Parameter Estimation |
| WOS标题词 | Science & Technology ; Technology |
| DOI | 10.1016/j.ins.2016.01.087 |
| 收录类别 | SCI ; EI |
| 关键词[WOS] | SPARSE REPRESENTATION ; RESTORATION ; ALGORITHMS ; RECONSTRUCTION |
| 语种 | 英语 |
| WOS研究方向 | Computer Science |
| 项目资助者 | National Natural Science Foundation of China(61374120 ; National Science Fund for Distinguished Young Scholars of China(61025014) ; 61203189 ; 61174030) |
| WOS类目 | Computer Science, Information Systems |
| WOS记录号 | WOS:000373869400012 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.opt.ac.cn/handle/181661/28086 |
| 专题 | 光谱成像技术研究室 |
| 作者单位 | 1.High Tech Inst Xian, Xian 710025, Shaanxi, Peoples R China 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710199, Shaanxi, Peoples R China |
| 推荐引用方式 GB/T 7714 | He, Chuan,Hu, Changhua,Li, Xuelong,et al. A parallel alternating direction method with application to compound l(1)-regularized imaging inverse problems[J]. INFORMATION SCIENCES,2016,348:179-197. |
| APA | He, Chuan,Hu, Changhua,Li, Xuelong,Yang, Xiaogang,&Zhang, Wei.(2016).A parallel alternating direction method with application to compound l(1)-regularized imaging inverse problems.INFORMATION SCIENCES,348,179-197. |
| MLA | He, Chuan,et al."A parallel alternating direction method with application to compound l(1)-regularized imaging inverse problems".INFORMATION SCIENCES 348(2016):179-197. |
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| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| A parallel alternati（4057KB） | 期刊论文 | 作者接受稿 | 限制开放 | CC BY-NC-SA | 请求全文 | |
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