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基于Shearlet变换的图像去噪算法
引用本文:胡海智,孙辉,邓承志,陈习,柳枝华,占惠星.基于Shearlet变换的图像去噪算法[J].计算机应用,2010,30(6):1562-1564.
作者姓名:胡海智  孙辉  邓承志  陈习  柳枝华  占惠星
作者单位:1. 南昌航空大学2. 南昌工程学院3. 南昌工程学院 计算机科学与技术系4. 南昌航空大学 信息工程学院
基金项目:国家自然科学基金资助项目(60462003);;江西省教育厅科技项目(GJJ09366;GJJ10630)
摘    要:针对传统变换域去噪算法的不足,提出一种基于Shearlet变换的图像去噪算法。该算法首先在Shearlet变换理论基础上实现了一种分解和重构的方法,然后用Monte-Carlo方法对高频系数进行估计,最后通过阈值函数进行收缩去噪。实验结果表明,该算法在抑噪和保持边缘的同时,取得了较好的视觉效果和更高的PSNR值。

关 键 词:Shearlet变换  去噪  峰值信噪比  图像处理  多尺度几何分析  
收稿时间:2009-11-30
修稿时间:2010-01-15

Image de-noising algorithm based on Shearlet transform
HU Hai-zhi,SUN Hui,DENG Cheng-zhi,CHEN Xi,LIU Zhi-hua,ZHAN Hui-xing.Image de-noising algorithm based on Shearlet transform[J].journal of Computer Applications,2010,30(6):1562-1564.
Authors:HU Hai-zhi  SUN Hui  DENG Cheng-zhi  CHEN Xi  LIU Zhi-hua  ZHAN Hui-xing
Affiliation:1.School of Information Engineering/a>;Nanchang Hangkong University/a>;Nanchang Jiangxi 330063/a>;China/a>;2.Department of Computer Science and Technology/a>;Nanchang Institute of Technology/a>;Nanchang Jiangxi 330099/a>;China
Abstract:According to the deficiency of de-noising algorithm based on the traditional transform domain,this paper proposed an image de-noising algorithm based on Shearlet transform.Firstly,a Shearlet decomposition and reconstruction implementation method was proposed in this paper.And then,the Monte-Carlo method was used to do estimation of the high-frequency coefficients.Finally the shrinkage de-noising would be done according to the threshold function.The experimental results demonstrate that the method can remove...
Keywords:shearlet transform                                                                                                                        de-noising                                                                                                                        psnr                                                                                                                        image processing                                                                                                                        multi-scale geometric analysis
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