优化条纹频率估计的改进InSAR-BM3D滤波方法Improved InSAR-BM3D filtering algorithm based on optimal fringe frequency estimation
李世伟,余洁,朱琳,韩丽华,陈蜜
摘要(Abstract):
针对InSAR-BM3D滤波在干涉图条纹密集、噪声严重情况下,存在的对干涉条纹保护较差、易丢失细节信息的问题,该文利用圆周期中值滤波对条纹频率估计方法进行优化以提高条纹频率估计精度,并利用优化的条纹频率方法对InSAR-BM3D滤波方法进行改进。为验证本文改进滤波方法的有效性,分别进行模拟数据与真实数据的滤波实验,并将改进滤波方法与未改进InSAR-BM3D滤波以及常用的Lee滤波、Goldstein滤波、小波硬阈值滤波、小波软阈值滤波进行滤波结果的定性和定量比较。结果表明,改进滤波方法在保持InSAR-BM3D滤波高效抑制噪声优势的同时,提高了对干涉条纹边缘和细节的保护能力,能获得更好的滤波效果。
关键词(KeyWords): 干涉图滤波;InSAR-BM3D滤波;相位噪声;条纹频率
基金项目(Foundation): 国家自然科学基金项目(41671417)
作者(Author): 李世伟,余洁,朱琳,韩丽华,陈蜜
DOI: 10.16251/j.cnki.1009-2307.2022.09.019
参考文献(References):
- [1] 刘国祥.InSAR应用实例及其局限性分析[J].四川测绘,2005(3):44-48.(LIU Guoxiang.Application examples of InSAR and its limitation analysis[J].Surveying and Mapping of Sichuan,2005(3):44-48.)
- [2] 范洪冬.InSAR若干关键算法及其在地表沉降监测中的应用研究[D].徐州:中国矿业大学,2010.(FAN Hongdong.Study on several key algorithms of InSAR technique and its application in land subsidence monitoring[D].Xuzhou:China University of Mining and Technology,2010.)
- [3] LEE J,PAPATHANASSIOU K P,AINSWORTH T L,et al.A new technique for noise filtering of SAR interferometric phase images[J].IEEE Transactions on Geoscience and Remote Sensing,1998,36(5):1456-1465.
- [4] LANARI R,FORNARO G,RICCIO D,et al.Generation of digital elevation models by using SIR-C/X-SAR multifrequency two-pass interferometry:the Etna case study[J].IEEE Transactions on Geoscience and Remote Sensing,1996,34(5):1097-1114.
- [5] GOLDSTEIN R M,WERNER C L.Radar interferogram filtering for geophysical applications[J].Geophysical Research Letters,1998,25(21):4035-4038.
- [6] BARAN I,STEWART M P,KAMPES B M,et al.A modification to the Goldstein radar interferogram filter[J].IEEE Transactions on Geoscience and Remote Sensing,2003,41(9):2114-2118.
- [7] CHAOYING Z,QIN Z,XIAOLI D,et al.An iterative Goldstein SAR interferogram filter[J].International Journal of Remote Sensing,2011,33(11):3443-3455.
- [8] MALLAT S G.A theory for multiresolution signal decomposition:the wavelet representation[J].IEEE Transactions on Pattern Analysis & Machine Intelligence,1989,11(4).
- [9] 魏志强.星载干涉合成孔径雷达若干关键技术的算法研究[D].上海:复旦大学,2008.(WEI Zhiqiang.Algorithm research of several key technologies of spaceborne interferometric synthetic aperture radar[D].Shanghai:Fudan University,2008.)
- [10] DABOV K,FOI A,KATKOVNIK V,et al.Image denoising by sparse 3-D transform-domain collaborative filtering[J].IEEE Transactions on Image Processing,2007,16(8):2080-2095.
- [11] 马靓婷,卢小平,王舜瑶,等.融合Goldstein滤波的BM3D干涉图去噪算法[J].测绘科学,2020,45(4):64-70,96.(MA Liangting,LU Xiaoping,WANG Shunyao,et al.BM3D interferogram denoising algorithm fusing with Goldstein filter[J].Science of Surveying and Mapping,2020,45(4):64-70,96.)
- [12] SICA F,COZZOLINO D,ZHU X X,et al.InSAR-BM3D:a nonlocal filter for SAR interferometric phase restoration[J].IEEE Transactions on Geoscience and Remote Sensing,2018,56(6):3456-3467.
- [13] TROUVE E,NICOLAS J M,MAITRE H.Improving phase unwrapping techniques by the use of local frequency estimates[J].IEEE Transactions on Geoscience and Remote Sensing,1998,36(6):1963-1972.
- [14] 朱珺.干涉图条纹频率估计及其在InSAR中的应用[D].长沙:中南大学,2011.(ZHU Jun.Fringe frequency estimation of interferogram and its application in interferometric synthetic aperture radar[D].Changsha:Central South University,2011.)
- [15] FENG Q,XU H,WU Z,et al.Improved Goldstein interferogram filter based on local fringe frequency estimation[J].Sensors,2016,16(11):1976.
- [16] 余洁,刘利敏,李小娟,等.联合EEMD-KECA算法的InSAR干涉相位时频滤波[J].遥感学报,2019,23(1):78-88.(YU Jie,LIU Limin,LI Xiaojuan,et al.InSAR interference phase filtering based on joint EEMD-KECA algorithm[J].Journal of Remote Sensing,2019,23(1):78-88.)
- [17] 张飞.基于小波与双边滤波的SAR图像去噪算法研究[D].西安:西北大学,2016.(ZHANG Fei.Study on denoising algorithm for SAR images based on wavelet and bilateral filter[D].Xi’an:Northwest University,2016.)
- [18] 赵诣,蒋弥,杨川,等.InSAR干涉图滤波方法对比[J].测绘科学,2017,42(6):149-154.(ZHAO Yi,JIANG Mi,YANG Chuan,et al.Comparision between filtering methods for InSAR interferogram[J].Science of Surveying and Mapping,2017,42(6):149-154.)
- [19] SONG R,GUO H,LIU G,et al.Improved Goldstein sar interferogram filter based on empirical mode decomposition[J].IEEE Geoscience and Remote Sensing Letters,2014,11(2):399-403.
- [20] 宋丹慧.InSAR滤波技术及DEM提取系统设计与实现[D].开封:河南大学,2019.(SONG Danhui.InSAR filtering technology and design and implementation of DEM extraction system[D].Kaifeng:Henan University,2019.)