Coherence estimation from multilook incoherent SAR imagery

被引:47
作者
Aiazzi, B [1 ]
Alparone, L
Baronti, S
Garzelli, A
机构
[1] CNR, Inst Appl Phys Nello Carrara, IFAC, CNR, I-50127 Florence, Italy
[2] Univ Florence, Dept Elect & Telecommun, I-50139 Florence, Italy
[3] Univ Siena, Dept Informat Engn, I-53100 Siena, Italy
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2003年 / 41卷 / 11期
关键词
coherence; information mining; intensity correlation; speckle; synthetic aperture radar (SAR) images; temporal correlation;
D O I
10.1109/TGRS.2003.818813
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
Thus paper presents an unsupervised method capable to provide estimates of temporal coherence starting from a pair of multilook detected synthetic aperture radar (SAR) images of the same scene. The method relies on robust measurements of the temporal correlation of speckle patterns between the two pass dates. To this end, a nonlinear transformation aimed at decorrelating the data across time while retaining the multiplicative noise model is defined as the pixel geometric mean and ratio of the two overlapped images. The temporal correlation coefficient (TCC) of speckle is analytically derived from the noise variances, measured in the transformed pair of images as regression coefficients of local standard deviation to local mean;, calculated on homogeneous, i.e., nontextured, pixels. Such pixels are identified based on the observation that homogeneous areas produce clustered scatter-points that are aligned along the regression line: Experiments were carried out on two pairs of multitemporal SAR observations, from the European Remote Sensing 1/2 (ERS-1/2) tandem mission and from the 1994 SIR-C mission: A good fit with the true coherence values was found, irrespective of the presence of textures; when the true coherence. was unavailable, the estimated coherence results match the available ground truth data.
引用
收藏
页码:2531 / 2539
页数:9
相关论文
共 32 条
[1]   Multiresolution local-statistics speckle filtering based on a ratio Laplacian pyramid [J].
Aiazzi, B ;
Alparone, L ;
Baronti, S .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1998, 36 (05) :1466-1476
[2]  
Alazzi B., 1999, IEEE 1999 International Geoscience and Remote Sensing Symposium. IGARSS'99 (Cat. No.99CH36293), P1546, DOI 10.1109/IGARSS.1999.772014
[3]   Evaluating time correlation of speckle in ERS-1 SAR images [J].
Alparone, L ;
Baronti, S ;
Garzelli, A .
IGARSS '98 - 1998 INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, PROCEEDINGS VOLS 1-5: SENSING AND MANAGING THE ENVIRONMENT, 1998, :30-32
[4]  
ALPARONE L, 1999, P IGARSS, P1543
[5]  
[Anonymous], P IEEE INT GEOSC REM
[6]   Speckle removal from SAR images in the undecimated wavelet domain [J].
Argenti, F ;
Alparone, L .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (11) :2363-2374
[7]   Multi-variate optimal speckle reduction in SAR imagery [J].
Bruniquel, J ;
Lopes, A .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 1997, 18 (03) :603-627
[8]   Automatic analysis of the difference image for unsupervised change detection [J].
Bruzzone, L ;
Prieto, DF .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2000, 38 (03) :1171-1182
[9]  
Curlander J. C., 1991, SYNTHETIC APERTURE R
[10]  
DATCU M, 1999, P IGARSS, P1335