Title :
Extraction and analysis of structural features of ships in high resolution SAR images
Author :
Tian, Xiaojuan ; Wang, Chao ; Zhang, Hong ; Wu, Fan
Author_Institution :
Center for Earth Obs. & Digital Earth, Beijing, China
Abstract :
Ship classification in high resolution SAR satellite imagery is a hotspot and preceding problem in SAR applications. According to the different features of cargo ship, oil tanker and container ship in high resolution SAR images, we propose a method to extract structure feature of three civilian ship types. Firstly, the morphological pre-processing is used for sidelobe suppression. Secondly, the main axes are extracted using Hough Transform; the Minimum Enclosing Rectangle(MER) of ship is obtained and rotated to the direction of principal axes, then it is adjusted to fit the ship well. Finally, the scattering properties of different ship types are analyzed. The result shows that this method has good performance in feature extraction of ships in high resolution SAR imagery.
Keywords :
Hough transforms; feature extraction; image classification; image resolution; radar imaging; ships; synthetic aperture radar; Hough Transform; cargo ship; civilian ship types; container ship; feature extraction; high resolution SAR satellite imagery; minimum enclosing rectangle; morphological preprocessing; oil tanker; principal axes; ship classification; sidelobe suppression; structural feature analysis; synthetic aperture radar; Backscatter; Containers; Feature extraction; Image resolution; Marine vehicles; Radar; Scattering; MER; feature extraction; high resolution SAR; hough transform; ship classification;
Conference_Titel :
Radar (Radar), 2011 IEEE CIE International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-8444-7
DOI :
10.1109/CIE-Radar.2011.6159619