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自适应非局部patch正则化图像恢复

刘红毅 韦志辉 张峥嵘

电子学报2012,Vol.40Issue(3):512-517,6.
电子学报2012,Vol.40Issue(3):512-517,6.DOI:10.3969/j.issn.0372-2112.2012.03.017

自适应非局部patch正则化图像恢复

Adaptive Nonlocal Patch Regularization for Image Restoration

刘红毅 1韦志辉 2张峥嵘1

作者信息

  • 1. 南京理工大学理学院,江苏南京210094
  • 2. 南京理工大学计算机科学与技术学院,江苏南京210094
  • 折叠

摘要

Abstract

Nonlocal means exploits the spatial correlation in an image, and preserves the structure information effectively. Combining the nonlocal patch regularization with TV regularization, we propose a nonlocal patch regularized image restoration model.The improved structure tensor matrix can be used to achieve a data-adaptive weigh function, which can then adjust the similarity match process based on the local structure of a pixel. A more simple and effective algorithm -Split Bregman, is used to solve the model iteratively. Compared with other regularization models, our method performs better in improving the quality of restoration image and the efficiency of the algorithm.

关键词

图像恢复/非局部/正则化/分裂Bregman迭代

Key words

image restoration/ nonlocal means/ regularization/ split Bregman

分类

信息技术与安全科学

引用本文复制引用

刘红毅,韦志辉,张峥嵘..自适应非局部patch正则化图像恢复[J].电子学报,2012,40(3):512-517,6.

基金项目

国家自然科学基金(No.61171165,No.60802039) (No.61171165,No.60802039)

江苏省自然科学基金(No.BK2010488) (No.BK2010488)

南京理工大学自主科研专项计划(No.2010ZYT070,No.2010ZDJH07) (No.2010ZYT070,No.2010ZDJH07)

电子学报

OA北大核心CSCDCSTPCD

0372-2112

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