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基于核独立成分分析的极化SAR图像相干斑抑制
引用本文:张中山,余洁,燕琴,孟云闪,赵争.基于核独立成分分析的极化SAR图像相干斑抑制[J].测绘学报,2011,40(3):289-295.
作者姓名:张中山  余洁  燕琴  孟云闪  赵争
作者单位:1. 武汉大学遥感信息工程学院,湖北武汉,430079
2. 中国测绘科学研究院,北京,100039
基金项目:国家863计划(2009AA12Z145)
摘    要:为提高极化合成孔径雷达图像相干斑抑制的效果,提出基于核独立成分分析(kernel independent component analysis,KICA)的极化SAR图像相干斑抑制方法.该方法将三个通道的极化信息作为输入数据,经过KICA变换得到三个独立分量,取相干斑指数最小的分量作为滤波后的信息图像.由于将核函数引入...

关 键 词:极化SAR  独立成分分析  核独立成分分析  相干斑
收稿时间:2010-04-30
修稿时间:2010-09-16

Research on Polarimetric SAR Image Speckle Reduction Using Kernel Independent Component Analysis
ZHANG Zhongshan,YU Jie,YAN Qin,MENG Yunshan,ZHAO Zheng.Research on Polarimetric SAR Image Speckle Reduction Using Kernel Independent Component Analysis[J].Acta Geodaetica et Cartographica Sinica,2011,40(3):289-295.
Authors:ZHANG Zhongshan  YU Jie  YAN Qin  MENG Yunshan  ZHAO Zheng
Institution:ZHANG Zhongshan1,YU Jie1,YAN Qin2,MENG Yunshan1,ZHAO Zheng21.School of Remote Sensing and Information Engineering,Wuhan University,Wuhan 430079,China,2.Chinese Academy of Surveying and Mapping,Beijing 100039
Abstract:In order to improve the accuracy of polarimetric synthetic aperture radar image speckle reduction,a polarimetric SAR image speckle reduction method using kernel independent component analysis(KICA) is presented.This method uses the polarimetric information of three channels as its input data,obtains three independent components after KICA conversion,and takes the one with the smallest speckle index as the filtered results.Due to the introduction of kernel function,the information that can not be linearly se...
Keywords:polarimetric SAR  independent component analysis  kernel independent component analysis  speckle  
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