Multitemporal SAR and Polarimetric SAR Optimization and Classification: Reinterpreting Temporal Coherence

被引:4
|
作者
Ni, Jun [1 ,2 ]
Lopez-Martinez, Carlos [2 ]
Hu, Zhongbo [2 ]
Zhang, Fan [1 ,3 ]
机构
[1] Beijing Univ Chem Technol, Coll Informat Sci & Technol, Beijing 100029, Peoples R China
[2] Univ Politecn Cataluna, Dept Signal Theory & Commun, ES-08034 Barcelona, Spain
[3] Beijing Univ Chem Technol, Interdisciplinary Res Ctr Artificial Intelligence, Beijing 100029, Peoples R China
基金
中国国家自然科学基金;
关键词
Coherence; Synthetic aperture radar; Radiometry; Radar polarimetry; Decorrelation; Data mining; Spaceborne radar; Change detection; classification; coherence; crop monitoring; polarimetric synthetic aperture radar (PolSAR); SAR;
D O I
10.1109/TGRS.2022.3214097
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
In multitemporal synthetic aperture radar (SAR) and polarimetric SAR (PolSAR), coherence is a capital parameter to exploit common information between temporal acquisitions. Yet, its use is limited to high coherences. This article proposes the analysis of low-coherence scenarios by introducing a reinterpretation of coherence. It is demonstrated that coherence results from the product of two terms accounting for coherent and radiometric changes, respectively. For low coherences, the first term presents low values, preventing its exploitation for information retrieval. The information provided by the second term can be used in these circumstances to exploit common information. This second term is proposed, as an alternative to coherence, for information retrieval for low coherences. Besides, it is shown that polarimetry allows the temporal optimization of its values. To prove the benefits of this approach, multitemporal SAR and PolSAR data classification is considered as a tool, showing that improvements of the classification overall accuracy may range between 20% and 50%, compared to classification based on coherence.
引用
收藏
页数:17
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