DocumentCode :
21340
Title :
Multilayer CFAR Detection of Ship Targets in Very High Resolution SAR Images
Author :
Biao Hou ; Xingzhong Chen ; Licheng Jiao
Author_Institution :
Key Lab. of Intell. Perception & Image Understanding of Minist. of Educ. of China, Xidian Univ., Xi´an, China
Volume :
12
Issue :
4
fYear :
2015
fDate :
Apr-15
Firstpage :
811
Lastpage :
815
Abstract :
This letter proposes a new ship target detection method for very high resolution (VHR) synthetic aperture radar (SAR) images based on multilayer constant false alarm rate (CFAR). First, combined with log-normal distribution, a multilayer CFAR method is designed to overcome the holes and the fracture in the traditional detected results. This method can retain more details of ships and takes much less time than the traditional CFAR method for VHR SAR images. Second, based on a priori knowledge of ships, we use the sliding window to remove the false alarm targets. Finally, In order to measure the size and shape of a ship, we extract the outline of a ship and fill it by a level set method. Experimental results, carried out on real SAR images, demonstrate that the proposed approach outperforms the previous one in terms of the detection ratio of pixels instead of the number of ships.
Keywords :
image resolution; image sensors; log normal distribution; object detection; radar detection; radar imaging; shape measurement; ships; size measurement; synthetic aperture radar; VHR synthetic aperture radar imaging; fracture; log-normal distribution; multilayer CFAR detection; multilayer constant false alarm rate detection; shape measurement; ship target detection method; size measurement; sliding window removal; very high resolution SAR imaging; Clutter; Detectors; Image resolution; Marine vehicles; Nonhomogeneous media; Scattering; Synthetic aperture radar; Multilayer constant false alarm rate (multilayer CFAR); ship detection; sliding window; synthetic aperture radar (SAR);
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
Publisher :
ieee
ISSN :
1545-598X
Type :
jour
DOI :
10.1109/LGRS.2014.2362955
Filename :
6942175
Link To Document :
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