DocumentCode
1804966
Title
A generalized likelihood ratio test for SAR CCD
Author
Newey, Michael ; Benitz, Gerald ; Kogon, Stephen
Author_Institution
MIT Lincoln Lab., Lexington, MA, USA
fYear
2012
fDate
4-7 Nov. 2012
Firstpage
1727
Lastpage
1730
Abstract
Coherent change detection (CCD) is a powerful technique for detecting minute disturbances in synthetic aperture radar (SAR) imagery. Coherent change detection uses a test statistic to compare, pixel by pixel, two or more SAR images of the same scene. Coherent change detection can detect very small disturbances, not normally visible in SAR or optical imagery, such as footprints or vehicle tracks. The literature describes a number of different detection statistics, the choice which will effect both the contrast of the detected disturbances and the amount of false or uninteresting detections. We present a generalized likelihood ratio test for change detection. Our effort improves upon previous work by incorporating noise in our models, and by optimizing the likelihood parameters separately at each pixel. We compare results from the GLRT with the standard coherence metric on a number of different examples of collected synthetic aperture radar data. The results show that the GLRT provides a useful improvement to the CCD processing.
Keywords
object detection; radar imaging; statistical testing; synthetic aperture radar; GLRT; SAR CCD; SAR imagery; detection statistics; footprints tracks; generalized likelihood ratio test; likelihood parameters; optical imagery; synthetic aperture radar coherent change detection; synthetic aperture radar data; synthetic aperture radar imagery; vehicle tracks; coherent change detection; likelihood ratio test; synthetic aperture radar;
fLanguage
English
Publisher
ieee
Conference_Titel
Signals, Systems and Computers (ASILOMAR), 2012 Conference Record of the Forty Sixth Asilomar Conference on
Conference_Location
Pacific Grove, CA
ISSN
1058-6393
Print_ISBN
978-1-4673-5050-1
Type
conf
DOI
10.1109/ACSSC.2012.6489328
Filename
6489328
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