Title :
A CA-CFAR and localized wavelet ship detector for Sentinel-1 imagery
Author :
C. P. Schwegmann;W. Kleynhans;B.P. Salmon;L. Mdakane
Author_Institution :
Department of Electrical, Electronic and Computer Engineering, University of Pretoria, South Africa
fDate :
7/1/2015 12:00:00 AM
Abstract :
The Maritime Domain Awareness initiative seeks to constantly improve the ways in which maritime information is collected. With the recent release of free Sentinel-1 imagery to the public, monitoring the maritime environment has become a more affordable. Using the basis of a cell-averaging constant false alarm rate prescreening method as input, this paper presents a novel method for detecting ships within Synthetic Aperture Radar imagery using a Gabor wavelet correlator. The method proposed allows for any configuration of the filter bank and prevents false detections by processing possible targets at a local scale. The method was tested against two Sentinel-1 images in both HH and HV polarization with a total of 82 ships. The method provided significantly improved FAR over the conventional CA-CFAR method at the cost of slightly worse detection accuracies in some cases.
Keywords :
"Marine vehicles","Synthetic aperture radar","Monitoring","Oceans","Correlators","Clutter","Radar imaging"
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International
Electronic_ISBN :
2153-7003
DOI :
10.1109/IGARSS.2015.7326628