Building robust wavelet estimators for multicomponent images using Stein's principle

被引:65
作者
Benazza-Benyahia, A
Pesquet, JC
机构
[1] URISA, Ecole Super Communicat SUPCOM, Tunis, Tunisia
[2] Univ Marne La Vallee, Inst Gaspard Monge, F-77454 Marne La Vallee, France
[3] Univ Marne La Vallee, CNRS, UMR 8049, F-77454 Marne La Vallee, France
关键词
Bayesian methods; image denoising; multispectral images; multivariate estimation; nonlinear estimation; robust estimation; satellite images; shrinkage; Stein's estimator; unbiased risk estimator; wavelets; BIVARIATE SHRINKAGE; SCHEMES;
D O I
10.1109/TIP.2005.857247
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Multichannel imaging systems provide several observations of the same scene which are often corrupted by noise. In this paper, we are interested in multispectral image denoising in the wavelet domain. We adopt a multivariate statistical approach in order to exploit the correlations existing between the different spectral components. Our main contribution is the application of Stein's principle to build a new estimator for arbitrary multichannel images embedded in additive Gaussian noise. Simulation tests carried out on optical satellite images show that the proposed method outperforms conventional wavelet shrinkage techniques.
引用
收藏
页码:1814 / 1830
页数:17
相关论文
共 62 条
[1]   Wavelet thresholding via a Bayesian approach [J].
Abramovich, F ;
Sapatinas, T ;
Silverman, BW .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1998, 60 :725-749
[2]   Empirical Bayes approach to block wavelet function estimation [J].
Abramovich, F ;
Besbeas, P ;
Sapatinas, T .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2002, 39 (04) :435-451
[3]   Sampling, radiometry, and image reconstruction for polar and geostationary meteorological remote sensing systems [J].
Abrams, MC ;
Cain, SC .
IMAGE RECONSTRUCTION FROM INCOMPLETE DATA II, 2002, 4792 :207-215
[4]   Wavelet thresholding for some classes of non-Gaussian noise [J].
Antoniadis, A ;
Leporini, D ;
Pesquet, JC .
STATISTICA NEERLANDICA, 2002, 56 (04) :434-453
[5]   Vector-lifting schemes for lossless coding and progressive archival of multispectral images [J].
Benazza-Benyahia, A ;
Pesquet, JC ;
Hamdi, M .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (09) :2011-2024
[6]  
BENAZZABENYAHIA A, 2003, IEEE EURASIP WORKSH
[7]  
BENAZZABENYAHIA A, 2004, IEEE INT C AC SPEECH
[8]  
Cai T., 2001, SANKHYA SER B, V63, P127, DOI DOI 10.1111/1467-9868.00280
[9]   Spatially adaptive wavelet thresholding with context modeling for image denoising [J].
Chang, SG ;
Yu, B ;
Vetterli, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (09) :1522-1531
[10]   Adaptive wavelet thresholding for image denoising and compression [J].
Chang, SG ;
Yu, B ;
Vetterli, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (09) :1532-1546