DocumentCode
2090030
Title
Double density wavelet transformation for speckle reduction of SAR images
Author
Sveinsson, Johannes R. ; Benediktsson, Jon Atli
Author_Institution
Dept. of Electr. & Comput. Eng., Iceland Univ., Reykjavik, Iceland
Volume
1
fYear
2002
fDate
2002
Firstpage
113
Abstract
Discrete wavelet transformations (DWTs) based on oversampled filter banks, proposed by I. W. Selesnick (2001), are used for speckle reduction of SAR images. The oversampled DWT is called double density DWT (DD-DWT) and is based on a single scaling function (lowpass) and two distinct wavelet functions (highpass). The DD-DWT is useful for speckle reduction through its subband images and the speckle reduction is obtained by thresholding the subband-image coefficients of the digitized SAR images. A thresholding method using non-linear functions which are adapted for each selected subband is used in the paper. The non-linear functions are based on sigmoid functions. The denoising method shows great promise for speckle removal and hence can provide good detection performance for SAR based recognition.
Keywords
discrete wavelet transforms; geophysical signal processing; geophysical techniques; radar imaging; remote sensing by radar; speckle; synthetic aperture radar; terrain mapping; DD-DWT; DWT; SAR; denoising; discrete wavelet transformation; double density DWT; double density wavelet transformation; filtering; geophysical measurement technique; high pass; image processing; land surface; low pass; noise removal; nonlinear function; oversampled filter bank; radar imaging; radar remote sensing; single scaling function; speckle reduction; subband images; synthetic aperture radar; terrain mapping; thresholding; two distinct wavelet functions; wavelet transform; Additive noise; Chaos; Cost function; Discrete wavelet transforms; Electronic mail; Filter bank; Gaussian noise; Noise reduction; Speckle; Wavelet coefficients;
fLanguage
English
Publisher
ieee
Conference_Titel
Geoscience and Remote Sensing Symposium, 2002. IGARSS '02. 2002 IEEE International
Print_ISBN
0-7803-7536-X
Type
conf
DOI
10.1109/IGARSS.2002.1024958
Filename
1024958
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