DocumentCode :
82493
Title :
A Notch Filter for Ship Detection With Polarimetric SAR Data
Author :
Marino, Armando
Author_Institution :
Inst. of Environ. Eng., ETH Zurich, Zurich, Switzerland
Volume :
6
Issue :
3
fYear :
2013
fDate :
Jun-13
Firstpage :
1219
Lastpage :
1232
Abstract :
Ship detection with Synthetic Aperture Radar (SAR) is a major topic for the security and monitoring of maritime areas. One of the advantages of using SAR lays in its capability to acquire useful images with any-weather conditions and at night time. Specifically, this paper proposes a new methodology exploiting polarimetric acquisitions (dual- and quad-polarimetric). The methodology adopted for the detector algorithm was introduced by the author and performs a perturbation analysis in space of polarimetric targets checking for coherence between the target to detect and its perturbed version on the data. In the present work, this methodology is optimized for detection of marine features. In the end, the algorithm can be considered to be a negative (notch) filter focused on sea. Consequently, all the features which have a polarimetric behavior different from the sea are detected (i.e., ships, icebergs, buoys, etc). Moreover, a dual polarimetric version of the detector is designed, to be exploited in the circumstances where quad polarimetric data cannot be acquired. The detector was tested with TerraSAR-X quad polarimetric data showing significant agreement with the available ground truth. Moreover, the theoretical performances of the detector are tested with Monte Carlo simulations in order to extract the probabilities of detection and false alarm. An important result is that the detector is, up to some extend, independent of the sea conditions.
Keywords :
Monte Carlo methods; notch filters; object detection; oceanographic techniques; probability; radar polarimetry; ships; synthetic aperture radar; Monte Carlo simulations; TerraSAR-X quadpolarimetric data; detection probability extraction; false alarm probability extraction; maritime area monitoring; maritime area security; negative filter; notch filter; perturbation analysis; polarimetric SAR data; polarimetric acquisitions; polarimetric target space; sea; ship detection; synthetic aperture radar; Backscatter; Clutter; Detectors; Marine vehicles; Scattering; Synthetic aperture radar; Vectors; Radar polarimetry; TerraSAR-X; ship detection; synthetic aperture radar;
fLanguage :
English
Journal_Title :
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
Publisher :
ieee
ISSN :
1939-1404
Type :
jour
DOI :
10.1109/JSTARS.2013.2247741
Filename :
6475202
Link To Document :
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