Title :
A New Quality Map for 2-D Phase Unwrapping Based on Gray Level Co-Occurrence Matrix
Author :
Gang Liu ; Wang, Ruiqi ; Yunkai Deng ; Runpu Chen ; Yunfeng Shao ; Zhihui Yuan
Author_Institution :
Space Microwave Remote Sensing Syst. Dept., Inst. of Electron., Beijing, China
Abstract :
Both in quality-guide phase unwrapping algorithms and weighted minimum-norm phase unwrapping algorithms, quality maps play a crucial role in obtaining the absolute phase from the wrapped ones. In this letter, a new technique for generating quality maps based on the gray level co-occurrence matrix (GLCM) is proposed. GLCM is a classical second-order statistics method for analyzing the texture features of images. Through exploring the second-order statistics of GLCM, much useful information in the image can be exploited. According to the characteristics of the interferogram, the second-order statistic of GLCM called “difference of entropy” is used to generate the quality maps. Besides, we modified the definition of “difference of entropy” to make the statistic more suitable for the problem. Finally, the new algorithm is compared with other conventional algorithms both in the simulated and real data experiments and the results show its better performance.
Keywords :
digital elevation models; entropy; geophysical image processing; geophysical techniques; image texture; 2D phase unwrapping; absolute phase; classical second-order statistics method; difference of entropy; gray level cooccurrence matrix; image texture features; interferogram; quality maps; quality-guide phase unwrapping algorithms; real data experiments; second-order statistics; simulated data experiments; weighted minimum-norm phase unwrapping algorithms; Coherence; Entropy; Magnetic resonance imaging; Noise; Optimized production technology; Remote sensing; Synthetic aperture radar; Difference of entropy; gray level co-occurrence matrix (GLCM); phase unwrapping; quality-guide;
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
DOI :
10.1109/LGRS.2013.2264857