Characterization of a Bayesian Ship Detection Method in Optical Satellite Images

被引:93
作者
Proia, Nadia [1 ]
Page, Vincent [1 ]
机构
[1] Univ Antilles Guyane, GRIMAAG, F-97157 Pointe a Pitre, France
关键词
Image analysis; remote sensing;
D O I
10.1109/LGRS.2009.2031826
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
This letter presents the experimental results obtained for an automatic predetection of small ships (about 5 x 5 pixels) in high-resolution optical satellite images. Our images are panchromatic SPOT 5 images, whose resolution is 5 m per pixel. Our detection method is based on the Bayesian decision theory and does not need any preprocessing. Here, we describe the method precisely and the tuning of its two parameters, namely, the size of the analysis window and the threshold used to make a decision. Both are fixed from the receiver operating-characteristic curves that we draw from different sets of tests. Finally, the overall results of the method are given for a set of images, as close as possible to the operational conditions.
引用
收藏
页码:226 / 230
页数:5
相关论文
共 15 条
[1]  
Bishop CM., 1995, NEURAL NETWORKS PATT
[2]  
Crisp D., 2004, STATE OF THE ART SHI
[3]  
Duda R. O., 1973, Pattern Classification and Scene Analysis, V3
[4]   An introduction to ROC analysis [J].
Fawcett, Tom .
PATTERN RECOGNITION LETTERS, 2006, 27 (08) :861-874
[5]  
Grandchamp E, 2003, INT GEOSCI REMOTE SE, P3441
[6]  
GREIDANUS H, 2004, P IGARSS, V6, P4215
[7]   IMAGE-ANALYSIS USING MATHEMATICAL MORPHOLOGY [J].
HARALICK, RM ;
STERNBERG, SR ;
ZHUANG, XH .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1987, 9 (04) :532-550
[8]  
Lin II, 1997, ESA SP PUBL, V414, P1411
[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]   SINGULARITY DETECTION AND PROCESSING WITH WAVELETS [J].
MALLAT, S ;
HWANG, WL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1992, 38 (02) :617-643