Degree of Polarization-Based Data Filter for Fully Polarimetric Synthetic Aperture Radar

This paper proposes a novel data filtering algorithm for fully polarimetric synthetic aperture radar (PolSAR) based on the degree of polarization (DoP) information. First, we define the homogeneity degree and polarization independence degree using the DoP information, and propose a feature plane to characterize the target feature. Second, employing the feature plane, we categorize the targets into three types and assign specific filtering policy for each type to estimate the optimal filtering window sizes. Finally, the $T$ -matrices of fully PolSAR data are filtered using the windows with estimated optimal sizes. Compared with boxcar filter, refined Lee filter, scattering model-based filter, and improved sigma filter in processing ALOS2-PALSAR2 data, the proposed DoP-based algorithm presents the best filtering performance.

[1]  Fabio Del Frate,et al.  Neural networks for oil spill detection using ERS-SAR data , 2000, IEEE Trans. Geosci. Remote. Sens..

[2]  Wentao An,et al.  Nonlocal Filtering for Polarimetric SAR Data: A Pretest Approach , 2011, IEEE Transactions on Geoscience and Remote Sensing.

[3]  J. S. Lee,et al.  A review of polarimetry in the context of synthetic aperture radar: concepts and information extraction , 2004 .

[4]  Jong-Sen Lee,et al.  Polarimetric SAR speckle filtering and its implication for classification , 1999, IEEE Trans. Geosci. Remote. Sens..

[5]  Hiroyoshi Yamada,et al.  Four-Component Scattering Power Decomposition With Rotation of Coherency Matrix , 2011, IEEE Trans. Geosci. Remote. Sens..

[6]  Y. Yamaguchi,et al.  CS-1-4 Four-Component Scattering Model for Polarimetric SAR Image Decomposition based on Covariance Matrix(CS-1. 電磁波計測・イメージングと波動情報処理技術, エレクトロニクス1) , 2005 .

[7]  Akira Hirose,et al.  Quaternion Neural-Network-Based PolSAR Land Classification in Poincare-Sphere-Parameter Space , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[8]  Thuy Le Toan,et al.  Polarimetric discriminators for SAR images , 1992, IEEE Trans. Geosci. Remote. Sens..

[9]  Naoto Kishi,et al.  Automatic-Zooming-Type Window Size Optimization for Polsar Data Interpretation , 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium.

[10]  Stephen L. Durden,et al.  A three-component scattering model for polarimetric SAR data , 1998, IEEE Trans. Geosci. Remote. Sens..

[11]  D. Evans,et al.  Radar polarimetry: analysis tools and applications , 1988 .

[12]  Jie Yang,et al.  Adaptive-Window Polarimetric SAR Image Speckle Filtering Based on a Homogeneity Measurement , 2015, IEEE Transactions on Geoscience and Remote Sensing.

[13]  Thomas L. Ainsworth,et al.  Speckle Filtering of Dual-Polarization and Polarimetric SAR Data based on Improved Sigma Filter , 2008, IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium.

[14]  R. Keith Raney,et al.  On the use of permanent symmetric scatterers for ship characterization , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[15]  Akira Hirose,et al.  PolSAR land classification by using quaternion-valued neural networks , 2013, Conference Proceedings of 2013 Asia-Pacific Conference on Synthetic Aperture Radar (APSAR).

[16]  Lei Shi,et al.  Mean-Shift-Based Speckle Filtering of Polarimetric SAR Data , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[17]  Laurent Ferro-Famil,et al.  Scattering-model-based speckle filtering of polarimetric SAR data , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[18]  Akira Hirose,et al.  Averaged Stokes Vector Based Polarimetric SAR Data Interpretation , 2015, IEEE Transactions on Geoscience and Remote Sensing.

[19]  Yoshio Yamaguchi,et al.  On Complete Model-Based Decomposition of Polarimetric SAR Coherency Matrix Data , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[20]  Eric Pottier,et al.  An entropy based classification scheme for land applications of polarimetric SAR , 1997, IEEE Trans. Geosci. Remote. Sens..

[21]  Akira Hirose,et al.  Combination use of multiple window sizes for stokes vector based polsar data interpretation , 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS).

[22]  Irena Hajnsek,et al.  A Review of Polarimetric SAR Algorithms and their Applications , 2004 .

[23]  Eric Pottier,et al.  A review of target decomposition theorems in radar polarimetry , 1996, IEEE Trans. Geosci. Remote. Sens..