SAR IMAGE DESPECKLING BASED ON CONTOURLET DOMAIN HIDDEN MARKOV TREES MODEL

被引:2
|
作者
Sha Yu-Heng [1 ]
Cong Lin [1 ]
Sun Qiang [1 ]
Jiao Li-Cheng [1 ]
机构
[1] Xidian Univ, Minist Educ China, Inst Intelligent Informat Proc, Key Lab Intelligent Percept & Image Understanding, Xian 710071, Peoples R China
关键词
SAR image processing; SAR image despeckling; Contourlet domain; hidden Markov trees(HMT) models; geometry multi-scale analysis; SPECKLE-REMOVAL;
D O I
10.3724/SP.J.1010.2009.00066
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Contourlet transform was introduced in the SAR image statistical property research work. Based on Contourlet domain Hidden Markov Trees Model, starting from image restore methods, a novel SAR image despeckling method was given. This method combined the SAR image despeckling technology with minimum mean square error (MMSE) and Bayes estimate. A new speckle variation estimate method was given based on Laplacian pyramid(LP). The results comparison with wavelet domain method were given. Experimental results show that the method represents better performance in speckle reduction and edges information detection.
引用
收藏
页码:66 / 71
页数:6
相关论文
共 10 条
  • [1] SAR image denoising via Bayesian wavelet shrinkage based on heavy-tailed modeling
    Achim, A
    Tsakalides, P
    Bezerianos, A
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (08): : 1773 - 1784
  • [2] Speckle removal from SAR images in the undecimated wavelet domain
    Argenti, F
    Alparone, L
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (11): : 2363 - 2374
  • [3] Bayesian wavelet shrinkage with edge detection for SAR image despeckling
    Dai, M
    Peng, C
    Chan, AK
    Loguinov, D
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2004, 42 (08): : 1642 - 1648
  • [4] DO MN, 2002, SIGNALS SYSTEMS COMP, V1, P3
  • [5] Multiscale MAP filtering of SAR images
    Foucher, S
    Bénié, GB
    Boucher, JM
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (01) : 49 - 60
  • [6] JIAO LC, 2003, ACTA ELECT SINICA, V31, P43
  • [7] Directional multiscale modeling of images using the contourlet transform
    Po, Duncan D. -Y
    Do, Minh N.
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (06) : 1610 - 1620
  • [8] Statistical properties of logarithmically transformed speckle
    Xie, H
    Pierce, LE
    Ulaby, FT
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (03): : 721 - 727
  • [9] Yang SY, 2007, J INFRARED MILLIM W, V26, P297
  • [10] Zhao X, 2007, J INFRARED MILLIM W, V26, P112