Title :
Detecting Depolarized Targets Using a New Geometrical Perturbation Filter
Author :
Marino, Armando ; Cloude, Shane R. ; Woodhouse, Iain H.
Author_Institution :
Inst. of Environ. Eng. (IfU-Baug), ETH Zurich, Zürich, Switzerland
Abstract :
Target detectors using polarimetry are often focused on single targets, since these can be characterized in a simpler and deterministic way. The algorithm proposed in this paper is aimed at the more difficult problem of partial-target detection (i.e., targets with arbitrary degree of polarization). The authors have already proposed a single-target detector employing filters based on a geometrical perturbation. In order to enhance the algorithm to the detection of partial targets, a new vector formalism is introduced. The latter is similar to the one exploited for single targets but suitable for complete characterization of partial targets. A new feature vector is generated starting from the covariance matrix and exploited for the perturbation method. Validation against L-band fully polarimetric airborne E-SAR and ALOS PALSAR data and X-band dual-polarimetric TerraSAR-X data is provided with significant agreement with the expected results. Additionally, a comparison with the supervised Wishart classifier is presented revealing improvements.
Keywords :
covariance matrices; geophysical techniques; object detection; perturbation techniques; radar polarimetry; synthetic aperture radar; ALOS PALSAR data; L-band fully polarimetric airborne E-SAR data; X-band dual-polarimetric TerraSAR-X data; covariance matrix; depolarized targets; feature vector; geometrical perturbation filter; partial-target detection; perturbation method; polarimetry; single-target detector; supervised Wishart classifier; synthetic aperture radar; vector formalism; Clutter; Coherence; Covariance matrix; Detectors; Synthetic aperture radar; Vectors; Classification; polarimetry; synthetic aperture radar (SAR); target detection;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.2012.2185703