PRINCIPAL COMPONENTS TRANSFORMATION OF MULTIFREQUENCY POLARIMETRIC SAR IMAGERY

被引:61
作者
LEE, JS
HOPPEL, K
机构
[1] Center for Advanced Space Sensing, Naval Research Laboratory, Code 4232, Washington
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 1992年 / 30卷 / 04期
关键词
D O I
10.1109/36.158862
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
A generalized principal components transform (PCT) is developed which maximizes the signal-to-noise ratio (SNR) and which tailors to the multiplicative speckle noise characteristics of polarimetric SAR images. An implementation procedure which accurately estimates the signal and the noise covariance matrices is established. The properties of the eigenvalues and eigenvectors are investigated, revealing that the eigenvectors are not orthogonal, but the principal component images are statistically uncorrelated. Both amplitude (or intensity) and phase difference images are included for the PCT computation. The NASA/JPL polarimetric SAR imagery of P, L, and C bands and quadpolarizations is used for illustration. The capability of this principal components transformation in information compression and speckle reduction enables automated image segmentation and better human interpretation.
引用
收藏
页码:686 / 696
页数:11
相关论文
共 14 条
[1]   STATISTICAL-ANALYSIS BASED ON A CERTAIN MULTIVARIATE COMPLEX GAUSSIAN DISTRIBUTION (AN INTRODUCTION) [J].
GOODMAN, NR .
ANNALS OF MATHEMATICAL STATISTICS, 1963, 34 (01) :152-&
[2]   A TRANSFORMATION FOR ORDERING MULTISPECTRAL DATA IN TERMS OF IMAGE QUALITY WITH IMPLICATIONS FOR NOISE REMOVAL [J].
GREEN, AA ;
BERMAN, M ;
SWITZER, P ;
CRAIG, MD .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1988, 26 (01) :65-74
[3]  
LEE JB, 1990, IEEE T GEOSCI REMOTE, V28
[4]   SPECKLE REDUCTION IN MULTIPOLARIZATION, MULTIFREQUENCY SAR IMAGERY [J].
LEE, JS ;
GRUNES, MR ;
MANGO, SA .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1991, 29 (04) :535-544
[5]   SPECKLE SUPPRESSION AND ANALYSIS FOR SYNTHETIC APERTURE RADAR IMAGES [J].
LEE, JS .
OPTICAL ENGINEERING, 1986, 25 (05) :636-643
[6]   SPECKLE ANALYSIS AND SMOOTHING OF SYNTHETIC APERTURE RADAR IMAGES [J].
LEE, JS .
COMPUTER GRAPHICS AND IMAGE PROCESSING, 1981, 17 (01) :24-32
[7]   REFINED FILTERING OF IMAGE NOISE USING LOCAL STATISTICS [J].
LEE, JS .
COMPUTER GRAPHICS AND IMAGE PROCESSING, 1981, 15 (04) :380-389
[8]   CLASSIFICATION OF EARTH TERRAIN USING POLARIMETRIC SYNTHETIC APERTURE RADAR IMAGES [J].
LIM, HH ;
SWARTZ, AA ;
YUEH, HA ;
KONG, JA ;
SHIN, RT ;
VANZYL, JJ .
JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH AND PLANETS, 1989, 94 (B6) :7049-&
[9]  
READY P, 1973, IEEE T COMM, V21
[10]  
SCIVIER MS, 1989, P IGARSS 89 VANCOUVE, P1809