A WHITENING METHOD FOR THE DESPECKLING OF SAR IMAGES AFFECTED BY CORRELATED SPECKLE NOISE

被引:0
作者
Lapini, Alessandro [1 ]
Bianchi, Tiziano [1 ]
Argenti, Fabrizio [1 ]
Alparone, Luciano [1 ]
机构
[1] Univ Florence, Dipartimento Elettron & Telecomunicaz, I-50139 Florence, Italy
来源
2012 PROCEEDINGS OF THE 20TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO) | 2012年
关键词
Despeckling; SAR images; whitening; correlated speckle noise; COSMO-SkyMed; WAVELET; FILTER;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In the last decade, several methods have been developed for the despeckling of Synthetically Aperture Radar (SAR) images. A considerable number of them have been derived on the assumption of the fully-developed speckle model in which the multiplicative speckle noise is supposed to be a white process. Unfortunately, the transfer function of SAR acquisition systems can introduce a statistical correlation which decreases the despeckling efficiency of such filters. In this work, a method for whitening a complex image acquired by a SAR system is proposed. By using the statistical properties of the acquired image the estimation of the SAR system frequency response is performed by means of some realistic assumptions; then a decorrelation process is applied on the acquired image, taking into account the presence of point targets. Finally, the image is despeckled. The experimental results show that the despeckling filters achieve better performance when they are preceded by the proposed whitening method; moreover, the radiometric characteristics of the image are preserved.
引用
收藏
页码:2487 / 2491
页数:5
相关论文
共 12 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] Segmentation-based MAP despeckling of SAR images in the undecimated wavelet domain
    Bianchi, Tiziano
    Argenti, Fabrizio
    Alparone, Luciano
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2008, 46 (09): : 2728 - 2742
  • [4] Multiscale MAP filtering of SAR images
    Foucher, S
    Bénié, GB
    Boucher, JM
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (01) : 49 - 60
  • [5] ADAPTIVE NOISE SMOOTHING FILTER FOR IMAGES WITH SIGNAL-DEPENDENT NOISE
    KUAN, DT
    SAWCHUK, AA
    STRAND, TC
    CHAVEL, P
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1985, 7 (02) : 165 - 177
  • [6] Blind image deconvolution revisited
    Kundur, D
    Hatzinakos, D
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 1996, 13 (06) : 61 - 63
  • [7] A variational approach for Bayesian blind image deconvolution
    Likas, AC
    Galatsanos, NP
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (08) : 2222 - 2233
  • [8] STRUCTURE DETECTION AND STATISTICAL ADAPTIVE SPECKLE FILTERING IN SAR IMAGES
    LOPES, A
    NEZRY, E
    TOUZI, R
    LAUR, H
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 1993, 14 (09) : 1735 - 1758
  • [10] PROPER COMPLEX RANDOM-PROCESSES WITH APPLICATIONS TO INFORMATION-THEORY
    NEESER, FD
    MASSEY, JL
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 1993, 39 (04) : 1293 - 1302