Title :
Wavelet-based spatially adaptive method for despeckling SAR images
Author :
Bhuiyan, M.I.H. ; Ahmad, M. Omair ; Swamy, M.N.S.
Author_Institution :
Dept. of Electr. & Comput. Eng., Concordia Univ., Montreal, Que.
Abstract :
In this paper, we introduce a new spatially adaptive homomorphic Bayesian wavelet-based method for despeckling synthetic aperture radar (SAR) images. The wavelet coefficients of the logarithmically transformed reflectance image and the speckle noise image are modeled using a symmetric normal inverse Gaussian prior and an additive white Gaussian noise distribution, respectively. These models are then exploited to develop a Bayesian maximum a posteriori estimator. A method is proposed for estimating the parameters of the assumed prior. The noise-free variance of a wavelet coefficient is locally estimated, and used in a minimum mean square error estimator to obtain the corresponding noise-free coefficient. Experiments are carried out on two synthetically speckled images and a real SAR image. The results show that the proposed method has a performance that is superior to that of the other existing methods in terms of the peak signal-to-noise ratio, ability to suppress the speckle in the homogeneous regions
Keywords :
AWGN; Bayes methods; Gaussian distribution; image denoising; least mean squares methods; maximum likelihood estimation; radar imaging; synthetic aperture radar; wavelet transforms; Bayesian maximum a posteriori estimator; SAR image despeckling; additive white Gaussian noise distribution; homomorphic Bayesian wavelet-based method; minimum mean square error estimator; reflectance image; spatially adaptive Bayesian wavelet-based method; speckle noise image; symmetric normal inverse Gaussian noise distribution; synthetic aperture radar; wavelet coefficients; Additive white noise; Bayesian methods; Gaussian noise; Maximum a posteriori estimation; Mean square error methods; Parameter estimation; Reflectivity; Speckle; Synthetic aperture radar; Wavelet coefficients;
Conference_Titel :
Circuits and Systems, 2006. ISCAS 2006. Proceedings. 2006 IEEE International Symposium on
Conference_Location :
Island of Kos
Print_ISBN :
0-7803-9389-9
DOI :
10.1109/ISCAS.2006.1692936