Despeckling of SAR Images Using Shrinkage of Two-Dimensional Discrete Orthonormal S-Transform

被引:2
|
作者
Kamath, Priya R. [1 ]
Senapati, Kedarnath [1 ]
Jidesh, P. [1 ]
机构
[1] Natl Inst Technol Karnataka, Dept Math & Computat Sci, Surathkal 575025, Mangaluru, India
关键词
Discrete orthonomal S-transform; synthetic aperture radar; despeckling; thresholding; shrinkage; ENHANCEMENT; REDUCTION;
D O I
10.1142/S0219467821500236
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Speckles are inherent to SAR. They hide and undermine several relevant information contained in the SAR images. In this paper, a despeckling algorithm using the shrinkage of two-dimensional discrete orthonormal S-transform (2D-DOST) coefficients in the transform domain along with shock filter is proposed. Also, an attempt has been made as a post-processing step to preserve the edges and other details while removing the speckle. The proposed strategy involves decomposing the SAR image into low and high-frequency components and processing them separately. A shock filter is used to smooth out the small variations in low-frequency components, and the high-frequency components are treated with a shrinkage of 2D-DOST coefficients. The edges, for enhancement, are detected using a ratio-based edge detection algorithm. The proposed method is tested, verified, and compared with some well-known models on C-band and X-band SAR images. A detailed experimental analysis is illustrated.
引用
收藏
页数:21
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