POLARIMETRIC SAR ESTIMATION BASED ON NON-LOCAL MEANS

被引:35
作者
Deledalle, Charles-Alban [1 ]
Tupin, Florence [1 ]
Denis, Loic [2 ]
机构
[1] Telecom ParisTech, CNRS LTCI, Inst Telecom, Paris, France
[2] Univ Lyon, ENS Lyon, CNRS CRAL UCBL, Observ Lyon, Lyon, France
来源
2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM | 2010年
关键词
Non local means; maximum likelihood; polarimetric synthetic aperture radar (PolSAR);
D O I
10.1109/IGARSS.2010.5653936
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
During the past few years, the non-local (NL) means [1] have proved their efficiency for image denoising. This approach assumes there exist enough redundant patterns in images to be used for noise reduction. We suggest that the same assumption can be done for polarimetric synthetic aperture radar (PolSAR) images. In its original version, the NL means deal with additive white Gaussian noise, but several extensions have been proposed for non-Gaussian noise. This paper applies the methodology proposed in [2] to PolSAR data. The proposed filter seems to deal well with the statistical properties of speckle noise and the multi-dimensional nature of such data. Results are given on synthetic and L-Band E-SAR data to validate the proposed method.
引用
收藏
页码:2515 / 2518
页数:4
相关论文
共 10 条
  • [1] Alter F, 2006, LECT NOTES COMPUT SC, V3954, P267
  • [2] Buades A., 2005, COMP VIS PATT REC 20, V2
  • [3] An entropy based classification scheme for land applications of polarimetric SAR
    Cloude, SR
    Pottier, E
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1997, 35 (01): : 68 - 78
  • [4] DELEDALLE CA, 2009, IEEE T IMAGE PROCESS
  • [5] STATISTICAL-ANALYSIS BASED ON A CERTAIN MULTIVARIATE COMPLEX GAUSSIAN DISTRIBUTION (AN INTRODUCTION)
    GOODMAN, NR
    [J]. ANNALS OF MATHEMATICAL STATISTICS, 1963, 34 (01): : 152 - &
  • [6] Speckle filtering and coherence estimation of polarimetric SAR interferometry data for forest applications
    Lee, JS
    Cloude, SR
    Papathanassiou, KP
    Grunes, MR
    Woodhouse, IH
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (10): : 2254 - 2263
  • [7] Polarimetric SAR speckle filtering and its implication for classification
    Lee, JS
    Grunes, MR
    de Grandi, G
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1999, 37 (05): : 2363 - 2373
  • [8] Eco-efficiency for information and communications technology (ICT): The state of knowledge in Japan
    Matsuno, Yasunari
    Takahashi, Kazue Ichino
    Tsuda, Masayuki
    Nakamura, Jiro
    Nishi, Shiro
    [J]. PROCEEDINGS OF THE 2007 IEEE INTERNATIONAL SYMPOSIUM ON ELECTRONICS & THE ENVIRONMENT, CONFERENCE RECORD, 2007, : 1 - +
  • [9] Propagation-separation approach for local likelihood estimation
    Polzehl, J
    Spokoiny, V
    [J]. PROBABILITY THEORY AND RELATED FIELDS, 2006, 135 (03) : 335 - 362
  • [10] Intensity-driven adaptive-neighborhood technique for polarimetric and interferometric SAR parameters estimation
    Vasile, Gabriel
    Trouve, Emmanuel
    Lee, Jong-Sen
    Buzuloiu, Vasile
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2006, 44 (06): : 1609 - 1621