Polarimetric SAR Speckle Filtering and the Extended Sigma Filter

被引:109
|
作者
Lee, Jong-Sen [1 ,2 ]
Ainsworth, Thomas L. [1 ]
Wang, Yanting [1 ]
Chen, Kun-Shan [3 ]
机构
[1] Naval Res Lab, Remote Sensing Div, Washington, DC 20375 USA
[2] Computat Phys Inc, Springfield, VA 22151 USA
[3] Natl Cent Univ, Zhongli 32001, Taiwan
来源
关键词
Polarimetric SAR (PolSAR); speckle reduction; very high resolution SAR; COHERENCY MATRIX; SCATTERING-MODEL; DECOMPOSITION;
D O I
10.1109/TGRS.2014.2335114
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The advancement of synthetic aperture radar (SAR) technology with high-resolution and quad-polarization data demands better and efficient polarimetric SAR (PolSAR) speckle-filtering algorithms. Two requirements on PolSAR speckle filtering are proposed: 1) speckle filtering should be applied to distributed media only, and strong hard targets should be kept unfiltered; and 2) scattering mechanism preservation should be taken into consideration, in addition to speckle reduction. The purpose of this paper is twofold: 1) to propose an effective algorithm that is an extension of the improved sigma filter developed for single-polarization SAR; and 2) to investigate speckle characteristics and the need for speckle filtering for very high resolution (decimeter) PolSAR data. The proposed filter was specifically developed to account for the aforementioned two requirements. Its effectiveness is demonstrated with Jet Propulsion Laboratory airborne synthetic aperture radar data, and comparisons are made with a boxcar filter, the refined Lee filter, and a Wishart-based nonlocal filter. For very high resolution PolSAR systems, such as the German Aerospace Center F-SAR and Japanese Pi-SAR2, with decimeter spatial resolution, we found that the complexWishart distribution is still valid to describe PolSAR speckle characteristics of distributed media and that speckle filtering may be needed depending on the size of objects to be analyzed. F-SAR X-band data with 25-cm resolution is used for illustration.
引用
收藏
页码:1150 / 1160
页数:11
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