Publication | Closed Access
A multiresolution approach to target detection in synthetic aperture radar data
10
Citations
12
References
2002
Year
Unknown Venue
EngineeringMultiresolution ApproachBrownian Motion ProcessImage AnalysisData ScienceImaging RadarComputational ImagingRadar Signal ProcessingMultiresolution Clutter ProcessMachine VisionAutomatic Target RecognitionSynthetic Aperture RadarGeographyInverse ProblemsRadar ApplicationSignal ProcessingComputer VisionRadarRemote SensingRadar Image Processing
We demonstrate the utility of a multiresolution approach for target detection in SAR imagery. In particular, man-made objects exhibit characteristic phase and amplitude fluctuations as the image resolution is varied, while natural terrain (i.e. clutter) has a random signature. We show that the multiresolution clutter process decomposes into a Brownian motion process in resolution. We then construct an optimal invariant multiresolution detector based on a derived multiresolution increments process and show that it significantly outperforms a standard energy detector operating on the finest available SAR resolution.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">></ETX>
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