DocumentCode
3008565
Title
A spectral space-variant approach for structure indexing in Spotlight TerraSAR-X data
Author
Popescu, Anca ; Patrascu, Carmen ; Singh, Jagmal ; Datcu, Mihai
Author_Institution
Dept. of Appl. Electron. & Inf. Eng., Univ. Politeh. Bucharest, Bucharest, Romania
fYear
2010
fDate
10-12 June 2010
Firstpage
169
Lastpage
172
Abstract
Modern space missions equipped with SAR instruments provide high spatial resolution data. In such data features of urban objects, man-made structures, as well as natural targets can be identified. We propose a descriptive model based on the frequency spectra of the complex signal, that integrates the radiometric, geometric, and texture features, for scene and target indexing, to cope with the problem of large database queries and information retrieval. Considering the properties of the Spotlight imaging mode in particular, a phase correction algorithm is applied to the data, prior to feature extraction. The assignation of a particular scene to a certain class is done using a Bayesian Support Vector Machine classifier. The method allowed for the recognition of more than thirty targets and structures in the scenes.
Keywords
belief networks; feature extraction; image classification; query processing; radar computing; radar imaging; support vector machines; synthetic aperture radar; Bayesian support vector machine classifier; SAR instruments; feature extraction; information retrieval; large database queries; phase correction algorithm; space missions; spectral space-variant approach; spotlight TerraSAR-X data; structure indexing; synthetic aperture radar systems; texture features; Frequency; Indexing; Instruments; Layout; RF signals; Radiofrequency identification; Radiometry; Solid modeling; Space missions; Spatial resolution; FFT; High- Resolution SAR image classification; SVM; Spotlight mode;
fLanguage
English
Publisher
ieee
Conference_Titel
Communications (COMM), 2010 8th International Conference on
Conference_Location
Bucharest
Print_ISBN
978-1-4244-6360-2
Type
conf
DOI
10.1109/ICCOMM.2010.5509005
Filename
5509005
Link To Document