Title :
A New Automatic Ship Detection Method Using
-Band Polarimetric SAR Imagery
Author :
Jujie Wei ; Pingxiang Li ; Jie Yang ; Jixian Zhang ; Fengkai Lang
Author_Institution :
State Key Lab. of Inf. Eng. in Surveying, Mapping & Remote Sensing (LIESMARS), Wuhan Univ., Wuhan, China
Abstract :
Ship-sea contrast can be improved significantly when the full polarimetric information is used, compared with the information provided by a single polarization channel. Therefore, a new automatic ship detection method, termed SPAN Wishart (SPWH), is proposed in this paper based on an unsupervised classification concept, which combines the SPAN of a polarimetric SAR (POLSAR) data with the complex Wishart classifier. The significant improvement of this technique is to utilize the SPAN of ship cluster center as an iterative termination criterion to realize the automatic ship detection. Then, another method based on multifrequency is proposed to discriminate between ships and their ambiguities to provide a substitute for the ground truth for the subsequent validation of the SPWH algorithm by using an AIRSAR polarimetric dataset, which consists of C- and L-band data covering Kojimawan in Tamano of Japan. After that, the SPWH is validated only using the L-band data with the defined ships by comparing the performance of the SPWH with a traditional CFAR detector. By contrast, the SPWH algorithm is more effective, robust, and completely automatic.
Keywords :
image classification; iterative methods; oceanographic techniques; pattern clustering; radar imaging; radar polarimetry; ships; synthetic aperture radar; AIRSAR polarimetric information dataset; CFAR detector; Japan; Kojimawan; L-band polarimetric SAR imagery; POLSAR data; SPWH algorithm; Tamano; automatic ship detection method; complex SPAN Wishart classifier; iterative termination criterion; ship cluster center; ship-sea contrast; single polarization channel; unsupervised classification concept; Azimuth; Clustering algorithms; Detectors; Marine vehicles; Synthetic aperture radar; Automatic; SPAN; Wishart classifier; azimuth ambiguity; multifrequency; polarimetric; ship detection;
Journal_Title :
Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of
DOI :
10.1109/JSTARS.2013.2269996