Adaptive speckle reduction using combined multiresolution analysis and prediction technique

被引:4
作者
Belhadj, Z
Ben Jebara, S
机构
[1] SUPCOM, Cite El Ghazala 2083, Tunisia
[2] ENIT, LTSIRS, Tunis, Tunisia
关键词
D O I
10.1080/01431160110070762
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Speckle appearing in SAR images as granular noise, must be reduced for good image classification and interpretation. In this paper, two techniques for speckle reduction are presented: an adaptive prediction technique and a multiresolution thresholding technique. When taking into account the tradeoff between speckle reduction and texture preservation, some limitations in terms of speckle reduction rate are observed. Two efficient schemes based on combinations of the two separate techniques are presented, and are shown to give better performance than the separate schemes in terms of speckle reduction and texture preservation. This is made possible because of the specific advantages of each technique.
引用
收藏
页码:2263 / 2282
页数:20
相关论文
共 36 条
  • [1] Multiresolution local-statistics speckle filtering based on a ratio Laplacian pyramid
    Aiazzi, B
    Alparone, L
    Baronti, S
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1998, 36 (05): : 1466 - 1476
  • [2] Two-dimensional LMS adaptation strategies for nonstationary signals
    Albiol, A
    Mossi, JM
    Naranjo, V
    Vergara, L
    [J]. DIGITAL SIGNAL PROCESSING, 1997, 7 (01) : 3 - 12
  • [3] Image coding using wavelet transform
    Antonini, Marc
    Barlaud, Michel
    Mathieu, Pierre
    Daubechies, Ingrid
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1992, 1 (02) : 205 - 220
  • [4] BELHADJ Z, 1999, P INT GEOSC REM SENS, P1235
  • [5] BENJEBARA S, 1999, P INT C EL CIRC SYST, P645
  • [6] Speckle suppression using recursive wavelet transforms
    Dong, Y
    Forster, BC
    Milne, AK
    Morgan, GA
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 1998, 19 (02) : 317 - 330
  • [7] DONOHO D, 1994, IDEAL DENOISING ORTH
  • [8] DE-NOISING BY SOFT-THRESHOLDING
    DONOHO, DL
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 1995, 41 (03) : 613 - 627
  • [9] IDEAL SPATIAL ADAPTATION BY WAVELET SHRINKAGE
    DONOHO, DL
    JOHNSTONE, IM
    [J]. BIOMETRIKA, 1994, 81 (03) : 425 - 455
  • [10] A MODEL FOR RADAR IMAGES AND ITS APPLICATION TO ADAPTIVE DIGITAL FILTERING OF MULTIPLICATIVE NOISE
    FROST, VS
    STILES, JA
    SHANMUGAN, KS
    HOLTZMAN, JC
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1982, 4 (02) : 157 - 166