Directionlet-Based Bayesian Filter for SAR Image Despeckling

Abstract Synthetic aperture radar (SAR) images are inherently affected by multiplicative speckle noise, which is due to the radar coherent wave. In this paper, we introduce a new SAR despeckling method based on directionlet transform using Bayesian MAP estimator. The directionlet coefficients of the logarithmically transformed reflectance image and the speckle image are modeled Cauchy PDF and additive Gaussian distribution, respectively. Then, we exploit this as a priori information to design a maximum a posterior (MAP) estimator. A new method for estimating the dispersion parameter of Cauchy distribution is also presented. Experiment results, carried out on both synthetic speckled image and real SAR image, show that the proposed scheme removes noise from SAR images more efficiently.

[1]  Mihai Datcu,et al.  Wavelet-Based Despeckling of SAR Images Using Gauss–Markov Random Fields , 2007, IEEE Transactions on Geoscience and Remote Sensing.

[2]  Jong-Sen Lee,et al.  Digital Image Enhancement and Noise Filtering by Use of Local Statistics , 1980, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[3]  Baltasar Beferull-Lozano,et al.  Directionlets: anisotropic multidirectional representation with separable filtering , 2006, IEEE Transactions on Image Processing.

[4]  Stéphane Mallat,et al.  A Theory for Multiresolution Signal Decomposition: The Wavelet Representation , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[5]  David L. Donoho,et al.  De-noising by soft-thresholding , 1995, IEEE Trans. Inf. Theory.

[6]  Alin Achim,et al.  SAR image denoising via Bayesian wavelet shrinkage based on heavy-tailed modeling , 2003, IEEE Trans. Geosci. Remote. Sens..

[7]  Victor S. Frost,et al.  A Model for Radar Images and Its Application to Adaptive Digital Filtering of Multiplicative Noise , 1982, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[8]  Chrysostomos L. Nikias,et al.  Parameter estimation and blind channel identification in impulsive signal environments , 1995, IEEE Trans. Signal Process..

[9]  Andrea Baraldi,et al.  A refined gamma MAP SAR speckle filter with improved geometrical adaptivity , 1995, IEEE Trans. Geosci. Remote. Sens..

[10]  Jean-Marc Boucher,et al.  Multiscale MAP filtering of SAR images , 2001, IEEE Trans. Image Process..

[11]  Göran Salomonsson,et al.  Image enhancement based on a nonlinear multiscale method , 1997, IEEE Trans. Image Process..

[12]  Alexandre Jouan,et al.  Speckle filtering of SAR images: a comparative study between complex-wavelet-based and standard filters , 1997, Optics & Photonics.