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基于非局部总变差的消除不规则采样遥感图像复原方法
引用本文:徐焕宇,孙权森,夏德深. 基于非局部总变差的消除不规则采样遥感图像复原方法[J]. 测绘学报, 2012, 41(2): 232-238
作者姓名:徐焕宇  孙权森  夏德深
作者单位:南京理工大学
基金项目:国家自然科学基金,江苏省自然科学基金,教育部博士学科点基金
摘    要:提出一种消除不规则采样的遥感图像复原方法,该方法结合了ACT算法和总变差(TV)图像复原模型以达到同时去除多种图像退化因素的目的,并且结合非局部均值(NLM)算子给出了基于NLTV的消除不规则采样遥感图像复原模型,最后使用算子分裂与扩展的坎贝尔投影算法求解模型。实验结果表明,该方法能够有效减少复原图像的阶梯效应并提高复原图像的纹理细节信息。

关 键 词:TV正则化  图像复原  遥感图像  非局部均值
收稿时间:2011-01-20
修稿时间:2011-03-24

Restoration of Irregular Sampled Remote Sensing Image Based on NLTV
XU Huanyu,SUN Quansen,XIA Deshen. Restoration of Irregular Sampled Remote Sensing Image Based on NLTV[J]. Acta Geodaetica et Cartographica Sinica, 2012, 41(2): 232-238
Authors:XU Huanyu  SUN Quansen  XIA Deshen
Affiliation:School of Computer Science and Technology,Nanjing University of Science and Technology,Nanjing 210094,China
Abstract:An image restoration algorithm for remote sensing images is proposed to eliminate irregular sampling effect.The algorithm combines the ACT algorithm and the total variation to restore several degradation artifacts,and integrates the nonlocal means operator to propose a remote sensing image restoration model based on nonlocal total variation to eliminate irregular sampling effect,then uses operator splitting method and extended Chambolle’s projection algorithm to solve the model.Experimental results show that the proposed algorithm can reduce the staircase effect effectively and improve the detail information of the restored image.
Keywords:TV regularization  image restoration  remote sensing image  non local means
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