Urban Areas Enhancement in Multitemporal SAR RGB Images Using Adaptive Coherence Window and Texture Information

被引：33

作者：

Amitrano, Donato ^{[1
]}

Belfiore, Veronica ^{[1
]}

Cecinati, Francesca ^{[2
]}

Di Martino, Gerardo ^{[1
]}

Iodice, Antonio ^{[1
]}

Mathieu, Pierre-Philippe ^{[2
]}

Medagli, Stefano ^{[1
]}

Poreh, Davod ^{[1
]}

Riccio, Daniele ^{[1
]}

Ruello, Giuseppe ^{[1
]}

机构：

[1] Univ Naples Federico II, Dept Elect Engn & Informat Technol, I-80125 Naples, Italy

[2] European Space Agcy, ESA ESRIN, I-00044 Frascati, Italy

来源：

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING | 2016年 / 9卷 / 08期

关键词：

Data representation; fuzzy logic; multitemporal synthetic aperture radar (SAR); urban areas; SELF-ORGANIZING MAPS; CLASSIFICATION; FRAMEWORK;

D O I：

10.1109/JSTARS.2016.2555340

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

In this paper, we present a technique for improving the representation of built-up features in model-based multitemporal synthetic aperture radar (SAR) RGB composites. The proposed technique exploits the multitemporal adaptive processing (MAP3) framework to generate an a priori information which is used to implement an adaptive selection of the coherence window size. Image texture is used to support the coherence information in case of decorrelation. The coherence information, powered by texture analysis, and combined with backscattering amplitude, provides a unique representation of built-up features. This allows for an immediate detection of urban agglomerates by human operators, and is an advantaged starting point for urban area extraction algorithms.

引用

页码：3740 / 3752

页数：13

共 37 条

[1]

Amitrano D., 2016, International Journal of Remote Sensing, V37, P248, DOI 10.1080/01431161.2015.1125550

[2]

Amitrano D., 2015, IEEE JOINT URB REM S

[3]

Amitrano D, 2015, INT GEOSCI REMOTE SE, P3973, DOI 10.1109/IGARSS.2015.7326695

[4] A New Framework for SAR Multitemporal Data RGB Representation: Rationale and Products [J].

Amitrano, Donato ;

Di Martino, Gerardo ;

Iodice, Antonio ;

Riccio, Daniele ;

Ruello, Giuseppe .

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2015, 53 (01) :117-133

[5]

[Anonymous], 2001, RADAR INTERFEROMETRY

[6]

Arrigoni M., 2005, ESA FRINGE WORKSH FR

[7]

Burges C. J., 1998, TUTORIAL SUPPORT VEC

[8] Kernel-based methods for hyperspectral image classification [J].

Camps-Valls, G ;

Bruzzone, L .

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2005, 43 (06) :1351-1362

[9] Backscattering and Statistical Information Fusion for Urban Area Mapping Using TerraSAR-X Data [J].

Chaabouni-Chouayakh, Houda ;

Datcu, Mihai .

IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2010, 3 (04) :718-730

[10] Coarse-to-Fine Approach for Urban Area Interpretation Using TerraSAR-X Data [J].

Chaabouni-Chouayakh, Houda ;

Datcu, Mihai .

IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2010, 7 (01) :78-82

← 1 2 3 4 →