A review of polarimetry in the context of synthetic aperture radar: concepts and information extraction

This study provides an update of the polarimetric tools currently being used for optimum information extraction from polarimetric synthetic aperture radar (SAR) images. The basics of polarimetric theory are summarized and discussed in the context of SAR. Calibration of polarimetric SAR, which is an important issue for the extraction of meaningful polarization information, is reviewed. Information extraction using the scattered and received wave parameters and target decomposition theory is considered. In particular, the use of coherent versus incoherent target decomposition is discussed and the practical limitations of these target decompositions are outlined. Speckle filtering and classification of polarimetric SAR images are also thoroughly analyzed, and the important directions for future research are outlined.

[1]  Henri Poincaré,et al.  Théorie mathématique de la lumière , 1889 .

[2]  Teiji Takagi,et al.  On an Algebraic Problem Reluted to an Analytic Theorem of Carathéodory and Fejér and on an Allied Theorem of Landau , 1924 .

[3]  J. Wishart THE GENERALISED PRODUCT MOMENT DISTRIBUTION IN SAMPLES FROM A NORMAL MULTIVARIATE POPULATION , 1928 .

[4]  R. Jones A New Calculus for the Treatment of Optical SystemsI. Description and Discussion of the Calculus , 1941 .

[5]  R. Clark Jones,et al.  A New Calculus for the Treatment of Optical SystemsV. A More General Formulation, and Description of Another Calculus , 1947 .

[6]  G. Sinclair,et al.  The Transmission and Reception of Elliptically Polarized Waves , 1950, Proceedings of the IRE.

[7]  G. Deschamps Techniques for Handling Elliptically Polarized Waves with Special Reference to Antennas: Part II - Geometrical Representation of the Polarization of a Plane Electromagnetic Wave , 1951, Proceedings of the IRE.

[8]  V. Rumsey,et al.  Techniques for Handling Elliptically Polarized Waves with Special Reference to Antennas: Part I - Transmission between Elliptically Polarized Antennas , 1951, Proceedings of the IRE.

[9]  E. Kennaugh Polarization properties of radar reflections , 1952 .

[10]  E. M. Kennaugh,et al.  Effects of Type of Polarization On Echo Characteristics , 1952 .

[11]  E. Wolf Optics in terms of observable quantities , 1954 .

[12]  C. D. Graves Radar Polarization Power Scattering Matrix , 1956, Proceedings of the IRE.

[13]  E. Wolf Coherence properties of partially polarized electromagnetic radiation , 1959 .

[14]  P. Roman,et al.  On the matrix formulation of the theory of partial polarization in terms of observables , 1960 .

[15]  H. Ko,et al.  On the Reception of Quasi-Monochromatic, Partially Polarized Radio Waves , 1962, Proceedings of the IRE.

[16]  J. Goodman Statistical Properties of Laser Speckle Patterns , 1963 .

[17]  N. R. Goodman Statistical analysis based on a certain multivariate complex Gaussian distribution , 1963 .

[18]  L. Mandel,et al.  Intensity Fluctuations of Partially Polarized Light , 1963 .

[19]  H. Gamo,et al.  III Matrix Treatment of Partial Coherence , 1964 .

[20]  J. R. Huynen,et al.  Measurement of the target scattering matrix , 1965 .

[21]  H. Tor,et al.  A Study of the Depolarization of Lunar Radar Echoes , 1967 .

[22]  Thomas F. Krile,et al.  Calculation of Bayes' Recognition Error for Two Multivariate Gaussian Distributions , 1969, IEEE Transactions on Computers.

[23]  R. Schmieder Stokes-Algebra Formalism , 1969 .

[24]  J. Huynen Phenomenological theory of radar targets , 1970 .

[25]  G. Mccormick,et al.  Method for measuring the anisotropy of precipitation media , 1973 .

[26]  G. Deschamps,et al.  Poincaré sphere representation of partially polarized fields , 1973 .

[27]  J. Dainty Laser speckle and related phenomena , 1975 .

[28]  L. J. Cox Ellipsometry and Polarized Light , 1978 .

[29]  G. Ioannidis,et al.  Optimum antenna polarizations for target discrimination in clutter , 1979 .

[30]  B. Howell,et al.  Measurement of the polarization effects of an instrument using partially polarized light. , 1979, Applied optics.

[31]  B. Saleh,et al.  Linear filtering of speckled images , 1980 .

[32]  K. Lau,et al.  On generalized harmonic analysis , 1980 .

[33]  Jong-Sen Lee,et al.  Refined filtering of image noise using local statistics , 1981 .

[34]  R. Raney,et al.  SAR response to partially coherent phenomena , 1980 .

[35]  Jong-Sen Lee,et al.  Digital Image Enhancement and Noise Filtering by Use of Local Statistics , 1980, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[36]  M. El-Arini,et al.  Polarization dependence in electromagnetic inverse problems , 1981 .

[37]  R. Barakat Bilinear constraints between elements of the 4 x 4 Mueller-Jones transfer matrix of polarization theory , 1981 .

[38]  M Tur,et al.  When is speckle noise multiplicative? , 1982, Applied optics.

[39]  R. Simon The connection between Mueller and Jones matrices of polarization optics , 1982 .

[40]  George Vachula,et al.  Polarization Detection of a Fluctuating Radar Target , 1983, IEEE Transactions on Aerospace and Electronic Systems.

[41]  D. Lewinski Nonstationary probabilistic target and clutter scattering models , 1983 .

[42]  Robert N. Colwell,et al.  Manual of remote sensing , 1983 .

[43]  Sujeet K. Chaudhuri,et al.  A high frequency inverse scattering model to recover the specular point curvature from polarimetric scattering matrix data , 1984 .

[44]  Alexander A. Sawchuk,et al.  Adaptive Noise Smoothing Filter for Images with Signal-Dependent Noise , 1985, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[45]  Optimal polarizations for partially polarized backscatter , 1985 .

[46]  S. Cloude Target decomposition theorems in radar scattering , 1985 .

[47]  M. Davidovitz,et al.  Extension of Kennaugh's optimal polarization concept to the asymmetric matrix case , 1985 .

[48]  J. Kong,et al.  Theory of microwave remote sensing , 1985 .

[49]  H. Zebker,et al.  Imaging radar polarimetry from wave synthesis , 1986 .

[50]  D. Giuli,et al.  Polarization diversity in radars , 1986, Proceedings of the IEEE.

[51]  J. Walkup,et al.  Statistical optics , 1986, IEEE Journal of Quantum Electronics.

[52]  M. Davidovitz,et al.  Extension of Kennaugh's optimal polarization concept to the asymmetric scattering matrix case , 1986 .

[53]  Alexander B. Kostinski,et al.  On foundations of radar polarimetry , 1986 .

[54]  S. Cloude Group theory and polarisation algebra , 1986 .

[55]  J. Zyl,et al.  On the optimum polarizations of incoherently reflected waves , 1987 .

[56]  J. Kong,et al.  Theoretical models for polarimetric radar clutter , 1987 .

[57]  H. Zebker,et al.  Imaging radar polarization signatures: Theory and observation , 1987 .

[58]  L. Mandel,et al.  Relationship between Jones and Mueller matrices for random media , 1987 .

[59]  Leslie M. Novak,et al.  Optimal Speckle Reduction In Polarimetric Sar Imagery* , 1988, Twenty-Second Asilomar Conference on Signals, Systems and Computers.

[60]  Hyo J. Eom,et al.  Statistical Properties Of Phase Difference Between Two Orthogonally-polarised SAR Signals , 1988, International Geoscience and Remote Sensing Symposium, 'Remote Sensing: Moving Toward the 21st Century'..

[61]  H. A. Yueh,et al.  Optimal polarizations for achieving maximum contrast in radar images , 1988 .

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

[63]  Roger A. Horn,et al.  A canonical form for matrices under consimilarity , 1988 .

[64]  W. Boerner,et al.  Optimal reception of partially polarized waves , 1988 .

[65]  Wolfgang-Martin Boerner,et al.  Redevelopment of Kennaugh's target characteristic polarization state theory using the polarization transformation ration formalism for the coherent case , 1989 .

[66]  J. Kong,et al.  K-Distribution and Polarimetric Terrain Radar Clutter , 1990, Progress In Electromagnetics Research.

[67]  J. Zyl,et al.  Unsupervised classification of scattering behavior using radar polarimetry data , 1989 .

[68]  Jin Au Kong,et al.  Classification of Earth Terrain Using Polarimetric Synthetic Aperture Radar Images , 1989, Progress In Electromagnetics Research.

[69]  L. Norikane,et al.  Data volume reduction for imaging radar polarimeter , 1989, Digest on Antennas and Propagation Society International Symposium.

[70]  R. K. Hawkins Determination of antenna elevation pattern for airborne SAR using the rough target approach , 1990 .

[71]  J. Zyl,et al.  Calibration of polarimetric radar images using only image parameters and trihedral corner reflector responses , 1990 .

[72]  T. I. Lukowski,et al.  Ccrs/dreo Synthetic Aperture Radar Polarimetry - Status Report , 1990, 10th Annual International Symposium on Geoscience and Remote Sensing.

[73]  K. Tragl,et al.  Polarimetric radar backscattering from reciprocal random targets , 1990 .

[74]  P. W. Vachon,et al.  Synthetic aperture radar calibration using reference reflectors , 1990 .

[75]  Jin Au Kong,et al.  Polarimetric remote sensing , 1990 .

[76]  E. Krogager New decomposition of the radar target scattering matrix , 1990 .

[77]  S. Chaudhuri,et al.  Polarization correction and extension of the Kennaugh-Cosgriff target-ramp response equation to the bistatic case and applications to electromagnetic inverse scattering , 1990 .

[78]  Howard A. Zebker,et al.  Phase calibration of imaging radar polarimeter Stokes matrices , 1990 .

[79]  W.-M. Boerner,et al.  The characteristic radar target polarization state theory for the coherent monostatic and reciprocal case using the generalized polarization transformation ratio formulation , 1990 .

[80]  F. Ulaby,et al.  Radar polarimetry for geoscience applications , 1990 .

[81]  Wolfgang-Martin Boerner,et al.  Statistical properties of the phase difference between two orthogonally polarized SAR signals , 1991, IEEE Trans. Geosci. Remote. Sens..

[82]  R. T. Shin,et al.  K-Distribution and Multi-Frequency Polarmetric Terrain Radar Clutter , 1991 .

[83]  Jong-Sen Lee,et al.  Speckle reduction in multipolarization, multifrequency SAR imagery , 1991, IEEE Trans. Geosci. Remote. Sens..

[84]  J. J. van Zyl,et al.  Imaging radar polarimetry: a review , 1991, Proc. IEEE.

[85]  A. Lopes,et al.  Distribution Of The Stokes Parameters And The Phase Difference In Polarimetric SAR Data , 1991, [Proceedings] IGARSS'91 Remote Sensing: Global Monitoring for Earth Management.

[86]  Anthony Freeman A new system model for radar polarimeters , 1991, IEEE Trans. Geosci. Remote. Sens..

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

[88]  S. Cloude Uniqueness of Target Decomposition Theorems in Radar Polarimetry , 1992 .

[89]  K. Sarabandi Derivation of phase statistics from the Mueller matrix , 1992 .

[90]  Jakob J. van Zyl,et al.  Calibration of Stokes and scattering matrix format polarimetric SAR data , 1992, IEEE Trans. Geosci. Remote. Sens..

[91]  Dan R. Sheen,et al.  Statistical and spatial properties of forest clutter measured with polarimetric synthetic aperture radar (SAR) , 1992, IEEE Trans. Geosci. Remote. Sens..

[92]  Ridha Touzi Extraction of point target response characteristics from complex SAR data , 1992, IEEE Trans. Geosci. Remote. Sens..

[93]  J. Klein Calibration of complex polarimetric SAR imagery using backscatter correlations , 1992 .

[94]  E. Nezry,et al.  Phase Difference Statistics Related To Sensor And Forest Parameters , 1992, [Proceedings] IGARSS '92 International Geoscience and Remote Sensing Symposium.

[95]  Harold Mott,et al.  Antennas for Radar and Communications: A Polarimetric Approach , 1992 .

[96]  Y.M.M. Antar,et al.  Circular polarization for remote sensing of precipitation: polarization diversity work at the National Research Council of Canada , 1992, IEEE Antennas and Propagation Magazine.

[97]  Rama Chellappa,et al.  Unsupervised segmentation of polarimetric SAR data using the covariance matrix , 1992, IEEE Trans. Geosci. Remote. Sens..

[98]  Anthony Freeman,et al.  SAR calibration: an overview , 1992, IEEE Trans. Geosci. Remote. Sens..

[99]  Diane L. Evans,et al.  Approach to derivation of SIR-C science requirements for calibration , 1992, IEEE Trans. Geosci. Remote. Sens..

[100]  Jiancheng Shi,et al.  The effect of topography on SAR calibration , 1993, IEEE Trans. Geosci. Remote. Sens..

[101]  Jakob J. Vanzyl,et al.  Application of Cloude's target decomposition theorem to polarimetric imaging radar data , 1993 .

[102]  A. Lopes,et al.  A MMSE Speckle Filter for Full Resolution SAR Polarimetric Data , 1993 .

[103]  T.I. Lukowski,et al.  Consideration of antenna gain and phase patterns for calibration of polarimetric SAR data , 1993, IEEE Trans. Geosci. Remote. Sens..

[104]  Ieee Standards Board,et al.  IEEE standard definitions of terms for antennas , 1993 .

[105]  Howard A. Zebker,et al.  Imaging Radar Polarimetry , 1993 .

[106]  E. S. Gillespie,et al.  IEEE Standard Definitions of Terms for Antennas , 1993 .

[107]  Jong-Sen Lee,et al.  Intensity and phase statistics of multilook polarimetric and interferometric SAR imagery , 1994, IEEE Trans. Geosci. Remote. Sens..

[108]  K. Ranson,et al.  K-distribution for multi-look processed polarimetric SAR imagery , 1994, Proceedings of IGARSS '94 - 1994 IEEE International Geoscience and Remote Sensing Symposium.

[109]  H. Skriver,et al.  External polarimetric calibration of the Danish polarimetric C-band SAR , 1994, Proceedings of IGARSS '94 - 1994 IEEE International Geoscience and Remote Sensing Symposium.

[110]  Ron Kwok,et al.  Classification of multi-look polarimetric SAR imagery based on complex Wishart distribution , 1994 .

[111]  Albert Guissard,et al.  Mueller and Kennaugh matrices in radar polarimetry , 1994, IEEE Trans. Geosci. Remote. Sens..

[112]  Patrick Wambacq,et al.  Speckle filtering of synthetic aperture radar images : a review , 1994 .

[113]  Shaun Quegan,et al.  A unified algorithm for phase and cross-talk calibration of polarimetric data-theory and observations , 1994, IEEE Trans. Geosci. Remote. Sens..

[114]  Donald B. Percival,et al.  Probability density functions for multilook polarimetric signatures , 1994, IEEE Trans. Geosci. Remote. Sens..

[115]  J. Villasenor,et al.  On the use of multi-frequency and polarimetric radar backscatter features for classification of agricultural crops , 1994 .

[116]  Ridha Touzi,et al.  The principle of speckle filtering in polarimetric SAR imagery , 1994, IEEE Trans. Geosci. Remote. Sens..

[117]  Kamal Sarabandi,et al.  SIR-C data quality and calibration results , 1995, IEEE Trans. Geosci. Remote. Sens..

[118]  Rod Cook,et al.  Radar cross-section estimation of SAR images , 1995, Remote Sensing.

[119]  R. K. Hawkins,et al.  The CCRS Airborne SAR Systems: Radar for Remote Sensing Research , 1995 .

[120]  S. Quegan,et al.  Statistical models for polarimetric data: consequences, testing and validity , 1995 .

[121]  B. L. Huneycutt,et al.  The SIR-C/X-SAR Synthetic Aperture Radar system , 1991, IEEE Trans. Geosci. Remote. Sens..

[122]  Niels Skou,et al.  A high resolution polarimetric L-band SAR-design and first results , 1995, 1995 International Geoscience and Remote Sensing Symposium, IGARSS '95. Quantitative Remote Sensing for Science and Applications.

[123]  E. Lüneburg Canonical Bases and Huyness Decomposition. , 1995 .

[124]  Kamal Sarabandi,et al.  Polarimetric calibration of SIR-C using point and distributed targets , 1995, IEEE Trans. Geosci. Remote. Sens..

[125]  Harald Johnsen,et al.  SAR-ocean wave inversion using image cross spectra , 1995, IEEE Trans. Geosci. Remote. Sens..

[126]  L. Mandel,et al.  Optical Coherence and Quantum Optics , 1995 .

[127]  H. Mott Polarimetric contrast optimization , 1995, 1995 International Geoscience and Remote Sensing Symposium, IGARSS '95. Quantitative Remote Sensing for Science and Applications.

[128]  Jong-Sen Lee,et al.  Measurement of topography using polarimetric SAR images , 1996, IEEE Trans. Geosci. Remote. Sens..

[129]  G. Mccormick,et al.  The theory of polarization diversity systems: the partially polarized case , 1996 .

[130]  G. Rybicki Radiative transfer , 2019, Climate Change and Terrestrial Ecosystem Modeling.

[131]  R. Horn The DLR airborne SAR project E-SAR , 1996, IGARSS '96. 1996 International Geoscience and Remote Sensing Symposium.

[132]  William L. Cameron,et al.  Simulated polarimetric signatures of primitive geometrical shapes , 1996, IEEE Trans. Geosci. Remote. Sens..

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

[134]  Paul Snoeij,et al.  First results and status of the PHARUS phased array airborne SAR , 1996, IGARSS '96. 1996 International Geoscience and Remote Sensing Symposium.

[135]  Ridha Touzi,et al.  Statistics of the Stokes parameters and of the complex coherence parameters in one-look and multilook speckle fields , 1996, IEEE Trans. Geosci. Remote. Sens..

[136]  M. Moghaddam,et al.  Vegetation characteristics and underlying topography from interferometric radar , 1996 .

[137]  Thuy Le Toan,et al.  The effect of surface roughness on multifrequency polarimetric SAR data , 1997, IEEE Trans. Geosci. Remote. Sens..

[138]  Shane R. Cloude Wideband radar inversion studies using the entropy-alpha decomposition , 1997, Optics & Photonics.

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

[140]  Eric Pottier,et al.  Application of the H/A/alpha polarimetric decomposition theorem for land classification , 1997, Optics & Photonics.

[141]  Armand Lopes,et al.  Optimal speckle reduction for the product model in multilook polarimetric SAR imagery and the Wishart distribution , 1997, IEEE Trans. Geosci. Remote. Sens..

[142]  S. Quegan,et al.  Understanding Synthetic Aperture Radar Images , 1998 .

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

[144]  Søren Nørvang Madsen,et al.  EMISAR: an absolutely calibrated polarimetric L- and C-band SAR , 1998, IEEE Trans. Geosci. Remote. Sens..

[145]  R. W. Jansen,et al.  Sub-aperture analysis of high-resolution polarimetric SAR data , 1999, IEEE 1999 International Geoscience and Remote Sensing Symposium. IGARSS'99 (Cat. No.99CH36293).

[146]  Kostas Papathanassiou,et al.  Overview of interferometric data acquisition and processing modes of the experimental airborne SAR system of DLR , 1999, IEEE 1999 International Geoscience and Remote Sensing Symposium. IGARSS'99 (Cat. No.99CH36293).

[147]  Thomas L. Ainsworth,et al.  Unsupervised classification using polarimetric decomposition and the complex Wishart classifier , 1999, IEEE Trans. Geosci. Remote. Sens..

[148]  Houra Rais,et al.  L-band/P-band SAR comparison for search and rescue: recent results , 1999, Defense, Security, and Sensing.

[149]  Paris W. Vachon,et al.  Coherence estimation for SAR imagery , 1999, IEEE Trans. Geosci. Remote. Sens..

[150]  R. Touzi On the use of polarimetric SAR data for ship detection , 1999, IEEE 1999 International Geoscience and Remote Sensing Symposium. IGARSS'99 (Cat. No.99CH36293).

[151]  Mitchell R. Grunes,et al.  Polarimetic SAR Speckle Filtering and Terrain Classification an Overview , 1999 .

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

[153]  Eric Pottier,et al.  Application of the «H / A / α» Polarimetric Decomposition Theorem for Unsupervised Classification of Fully Polarimetric SAR Data Based on the Wishart Distribution , 2000 .

[154]  Eric J. M. Rignot,et al.  Effect of Faraday rotation on L-band interferometric and polarimetric synthetic-aperture radar data , 2000, IEEE Trans. Geosci. Remote. Sens..

[155]  R. Treuhaft,et al.  Vertical structure of vegetated land surfaces from interferometric and polarimetric radar , 2000 .

[156]  Ridha Touzi,et al.  Calibrated polarimetric SAR data for ship detection , 2000, IGARSS 2000. IEEE 2000 International Geoscience and Remote Sensing Symposium. Taking the Pulse of the Planet: The Role of Remote Sensing in Managing the Environment. Proceedings (Cat. No.00CH37120).

[157]  Jong-Sen Lee,et al.  Terrain topography measurement using multipass polarimetric synthetic aperture radar data , 2000 .

[158]  A. P. Luscombe,et al.  Polarimetric calibration for RADARSAT-2 , 2000, IGARSS 2000. IEEE 2000 International Geoscience and Remote Sensing Symposium. Taking the Pulse of the Planet: The Role of Remote Sensing in Managing the Environment. Proceedings (Cat. No.00CH37120).

[159]  Thomas L. Ainsworth,et al.  Polarimetric SAR data compensation for terrain azimuth slope variation , 2000, IEEE Trans. Geosci. Remote. Sens..

[160]  佐藤 晃一,et al.  Polarimetric SAR Interferometryによる森林の特徴について , 2000 .

[161]  Ridha Touzi,et al.  Polarimetric Calibration Results and Error Budget for SAR-580 System , 2000 .

[162]  Konstantinos Papathanassiou,et al.  Single-baseline polarimetric SAR interferometry , 2001, IEEE Trans. Geosci. Remote. Sens..

[163]  Laurent Ferro-Famil,et al.  Unsupervised classification of multifrequency and fully polarimetric SAR images based on the H/A/Alpha-Wishart classifier , 2001, IEEE Trans. Geosci. Remote. Sens..

[164]  Eric Pottier,et al.  Quantitative comparison of classification capability: fully polarimetric versus dual and single-polarization SAR , 2001, IEEE Trans. Geosci. Remote. Sens..

[165]  Jesper Schou,et al.  Restoration of polarimetric SAR images using simulated annealing , 2001, IEEE Trans. Geosci. Remote. Sens..

[166]  M. Yeremy,et al.  Ocean Surveillance with Polarimetric SAR , 2001 .

[167]  Ridha Touzi,et al.  A review of speckle filtering in the context of estimation theory , 2002, IEEE Trans. Geosci. Remote. Sens..

[168]  Ridha Touzi,et al.  Characterization of target symmetric scattering using polarimetric SARs , 2002, IEEE Trans. Geosci. Remote. Sens..

[169]  B. Brisco,et al.  The effect of soil and crop residue characteristics on polarimetric radar response , 2002 .

[170]  Pascale Dubois-Fernandez,et al.  The ONERA RAMSES SAR system , 2002, IEEE International Geoscience and Remote Sensing Symposium.

[171]  Jong-Sen Lee,et al.  Surface roughness and slope measurements using polarimetric SAR data , 2002, IEEE Trans. Geosci. Remote. Sens..

[172]  Laurent Ferro-Famil,et al.  Scene characterization using sub-aperture polarimetric SAR data analysis , 2002, IEEE International Geoscience and Remote Sensing Symposium.

[173]  Ernst Lüneburg,et al.  Aspects of Radar Polarimetry , 2002 .

[174]  Laurent Ferro-Famil,et al.  Segmentation of Polarimetric SAR Images That Preserves Scattering Mechanisms , 2002 .

[175]  Thomas L. Ainsworth,et al.  On the estimation of radar polarization orientation shifts induced by terrain slopes , 2002, IEEE Trans. Geosci. Remote. Sens..

[176]  Shaun Quegan,et al.  Faraday rotation effects on L-band spaceborne SAR data , 2003, IEEE Trans. Geosci. Remote. Sens..

[177]  Ridha Touzi,et al.  A general method for calibration of the C-band Convair-580 SAR , 2005 .

[178]  Classification of Ice Types from Convair-580 Data of Northumberland Strait, PEI , 2003 .

[179]  S. R. Cloude,et al.  The effect of temporal decorrelation on the inversion of forest parameters from Pol-InSAR data , 2003, IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477).

[180]  Marco Schwerdt,et al.  Calibration Concepts for Multitude Mode High Resolution SARs like TerraSAR-X , 2003 .

[181]  Ridha Touzi,et al.  Segmentation of textured scenes using polarimetric SARs , 2003, IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477).

[182]  Knut Conradsen,et al.  A test statistic in the complex Wishart distribution and its application to change detection in polarimetric SAR data , 2003, IEEE Trans. Geosci. Remote. Sens..

[183]  Shane R. Cloude,et al.  Coherence estimation and speckle filtering based on scattering properties , 2003, IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477).

[184]  Knut Conradsen,et al.  CFAR edge detector for polarimetric SAR images , 2003, IEEE Trans. Geosci. Remote. Sens..

[185]  Laurent Ferro-Famil,et al.  Scene characterization using subaperture polarimetric SAR data , 2003, IEEE Trans. Geosci. Remote. Sens..

[186]  A. Freeman Lessons learned from SIR-C calibration , 2003 .

[187]  Jean-Claude Souyris,et al.  On the use of complex SAR image spectral analysis for target detection: assessment of polarimetry , 2003, IEEE Trans. Geosci. Remote. Sens..

[188]  R. K. Hawkins,et al.  Ship detection and characterization using polarimetric SAR , 2004 .

[189]  Sassan Saatchi,et al.  On the detection of Faraday rotation in linearly polarized L-band SAR backscatter signatures , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[190]  Ridha Touzi,et al.  Forest type discrimination using calibrated C-band polarimetric SAR data , 2004 .

[191]  R. Touzi,et al.  PWS: a friendly and effective tool for polarimetric image analysis , 2004 .

[192]  K. R. Parthasarathy,et al.  Mathematical Foundation of Quantum Mechanics , 2005 .