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结合BM3D和多级非线性加权平均中值滤波的遥感影像混合噪声去噪方法
引用本文:任超,李现广,邓开元,潘亚龙,朱子林,张志刚,施显健.结合BM3D和多级非线性加权平均中值滤波的遥感影像混合噪声去噪方法[J].测绘通报,2020,0(1):89-93.
作者姓名:任超  李现广  邓开元  潘亚龙  朱子林  张志刚  施显健
作者单位:1. 桂林理工大学测绘地理信息学院, 广西 桂林 541006;2. 广西空间信息与测绘重点实验室, 广西 桂林 541006
基金项目:国家自然科学基金(41461089);广西空间信息与测绘重点实验室项目(16-380-25-22;15-140-07-34);广西中青年教师基础能力提升项目(2018KY0247)
摘    要:提出了一种基于三维块匹配(BM3D)和多级非线性加权平均中值滤波的遥感影像混合噪声去噪方法,使用coief3小波和sym2小波替换传统三维块匹配算法中的bior1.5和hear参数,将三维块匹配算法和多级非线性加权平均中值滤波相结合以提高算法对混合噪声的去噪能力。进行一个仿真对比试验和一个真实遥感影像去噪试验,试验表明,本文提出的方法在遥感影像混合噪声去噪方面效果要优于传统混合噪声去噪方法。

关 键 词:混合噪声去噪  三维块匹配  中值滤波  高斯噪声  椒盐噪声  
收稿时间:2019-05-23
修稿时间:2019-07-24

Mixed noise denoising method for remote sensing images combining BM3D and multi-level nonlinear weighted average median filtering
REN Chao,LI Xianguang,DENG Kaiyuan,PAN Yalong,ZHU Zilin,ZHANG Zhigang,SHI Xianjian.Mixed noise denoising method for remote sensing images combining BM3D and multi-level nonlinear weighted average median filtering[J].Bulletin of Surveying and Mapping,2020,0(1):89-93.
Authors:REN Chao  LI Xianguang  DENG Kaiyuan  PAN Yalong  ZHU Zilin  ZHANG Zhigang  SHI Xianjian
Affiliation:1. College of Geomatics and Geoinformation, Guilin University of Technology, Guilin 541006, China;2. Guangxi Key Laboratory of Spatial Information and Geomatics, Guilin 541006, China
Abstract:A mixed noise denoising method for remote sensing images based on BM3D and multilevel nonlinear weighted average median filtering is proposed. The bior1.5 and hear parameters in the traditional 3D block matching algorithm are replaced by coief3 wavelet and sym2 wavelet, and the 3D block matching algorithm and multistage nonlinear weighted average median filtering are combined to improve the denoising ability of the algorithm for mixed noise. A simulation comparison experiment and a real remote sensing image denoising experiment are carried out. The experiment shows that the method proposed in this paper is better than the traditional mixed noise denoising method in the aspect of remote sensing image mixed noise denoising.
Keywords:mixed noise denoising  BM3D  median filtering  gaussian noise  salt and pepper noise  
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