On the Iterative Censoring for Target Detection in SAR Images

被引:94
作者
Cui, Yi [1 ]
Zhou, Guangyi [1 ]
Yang, Jian [1 ]
Yamaguchi, Yoshio [2 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, Beijing 100084, Peoples R China
[2] Niigata Univ, Fac Engn, Niigata 9502181, Japan
基金
中国国家自然科学基金;
关键词
Iterative censoring; synthetic aperture radar (SAR); target detection; SPECKLE REDUCTION;
D O I
10.1109/LGRS.2010.2098434
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
In this letter, a censoring scheme that iteratively updates the outlier/target maps for target detection in synthetic aperture radar (SAR) images is proposed. For each iteration, any pixels that are indicated by the outlier map as outliers are rejected (censored out) from the clutter estimation. The resulting detected target map is then used as the new outlier map for the next iteration. This procedure is continued until there is no change to the target map, which is then output as the final detection result. The proposed scheme is generically applicable for target detection in both single-channel and multichannel SAR images. In our experiment, in particular, we tested the proposed method on both single-channel and polarimetric SAR data, and its effectiveness was successfully demonstrated.
引用
收藏
页码:641 / 645
页数:5
相关论文
共 18 条
[1]   Adaptive target detection in foliage-penetrating SAR images using alpha-stable models [J].
Banerjee, A ;
Burlina, P ;
Chellappa, R .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1999, 8 (12) :1823-1831
[2]  
Crisp D., 2004, STATE OF THE ART SHI
[3]   CFAR detection of extended objects in high-resolution SAR images [J].
di Bisceglie, M ;
Galdi, C .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2005, 43 (04) :833-843
[4]   An Adaptive and Fast CFAR Algorithm Based on Automatic Censoring for Target Detection in High-Resolution SAR Images [J].
Gao, Gui ;
Liu, Li ;
Zhao, Lingjun ;
Shi, Gongtao ;
Kuang, Gangyao .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2009, 47 (06) :1685-1697
[5]  
Lee JS, 2009, OPT SCI ENG-CRC, P1
[6]  
Levanon N., 1988, Radar Principles
[7]   Target detection with synthetic aperture radar [J].
Li, JA ;
Zelnio, EG .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1996, 32 (02) :613-627
[8]   Using SAR images to detect ships from sea clutter [J].
Liao, Mingsheng ;
Wang, Chanocheng ;
Wang, Yon ;
Jiang, Liming .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2008, 5 (02) :194-198
[9]   Enhancement of dissolution rate of valdecoxib using solid dispersions with polyethylene glycol 4000 [J].
Liu, CS ;
Liu, CG ;
Desai, KGH .
DRUG DEVELOPMENT AND INDUSTRIAL PHARMACY, 2005, 31 (01) :1-10
[10]   The multilook polarimetric whitening filter (MPWF) for intensity speckle reduction in polarimetric SAR images [J].
Liu, GQ ;
Huang, SJ ;
Torre, A ;
Rubertone, F .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1998, 36 (03) :1016-1020