PolSAR Time Series Processing With Binary Partition Trees

被引:28
作者
Alonso-Gonzalez, Alberto [1 ]
Lopez-Martinez, Carlos [1 ]
Salembier, Philippe [1 ]
机构
[1] Tech Univ Catalonia UPC, Dept Signal Theory & Commun TSC, Barcelona 08034, Spain
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2014年 / 52卷 / 06期
关键词
Binary partition tree (BPT); change detection; synthetic aperture radar (SAR) polarimetry; segmentation; time series; TARGET DECOMPOSITION-THEOREMS; SAR; REPRESENTATION;
D O I
10.1109/TGRS.2013.2273664
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
This paper deals with the processing of polarimetric synthetic aperture radar (SAR) time series. Different approaches to deal with the temporal dimension of the data are considered, which are derived from different target characterizations in this dimension. These approaches are the basis for defining two different binary partition tree (BPT) structures that are employed for SAR polarimetry (PolSAR) data processing. Once constructed, the BPT is processed by a tree pruning, producing a set of spatio-temporal homogeneous regions, and estimating the polarimetric response within them. It is demonstrated that the proposed technique preserves the PolSAR information in the spatial and the temporal domains without introducing bias nor distortion. Additionally, the evolution of the data in the temporal dimension is also analyzed, and techniques to obtain BPT-based scene change maps are defined. Finally, the proposed techniques are employed to process two real RADARSAT-2 data sets.
引用
收藏
页码:3553 / 3567
页数:15
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