A Statistical Approach to Detect Edges in SAR Images Based on Square Successive Difference of Averages

被引:24
作者
Fu, Xingyu [1 ]
You, Hongjian [1 ]
Fu, Kun [1 ]
机构
[1] Chinese Acad Sci, Key Lab Technol Geospatial Informat Proc & Applic, Inst Elect, Beijing 100190, Peoples R China
基金
中国国家自然科学基金;
关键词
Adaptive double thresholds; edge detector; edge thinning; SAR images; square successive difference of averages (SSDOA); synthetic aperture radar (SAR);
D O I
10.1109/LGRS.2012.2190378
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 statistical edge detector based on the square successive difference of averages has been proposed and tested for SAR images. The operator employs the square successive of mean difference as the edge strength indicator for SAR images. It has been proved to be with constant false alarm rate and performs well in representation of many more region shapes. A postprocessing approach, including edge thinning and adaptive double-threshold processing, is proposed to refine the edge detection results. The performance of the proposed operator has been evaluated and compared with that of the Canny and ratio-of-average operators on simulated and real SAR images. The experimental results indicate that the operator achieves better performance in the detection rate and the localization accuracy, and the detected edges are more complete and longer than those by the other two operators.
引用
收藏
页码:1094 / 1098
页数:5
相关论文
共 14 条
[2]   An optimal multiedge detector for SAR image segmentation [J].
Fjortoft, R ;
Lopes, A ;
Marthon, P ;
Cubero-Castan, E .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1998, 36 (03) :793-802
[3]  
Gannugapati S. S., 1995, P IEEE INT C IM PROC, V2, P165
[4]  
Grigorescu C., 2004, IMAGE VISIOIN COMPUT, V22, P583
[5]  
Li Q. H., 1990, PRINCIPLES PROBABILI
[6]  
Maryam A., 2010, IEEE T GEOSCI REMOTE, V48, P2980
[7]   Optimum edge detection in SAR [J].
Oliver, CJ ;
Blacknell, D ;
White, RG .
IEE PROCEEDINGS-RADAR SONAR AND NAVIGATION, 1996, 143 (01) :31-40
[8]   Edge and line oriented contour detection: State of the art [J].
Papari, Giuseppe ;
Petkov, Nicolai .
IMAGE AND VISION COMPUTING, 2011, 29 (2-3) :79-103
[9]   MULTIRESOLUTION EDGE-DETECTION TECHNIQUES [J].
PARK, DJ ;
NAM, KM ;
PARK, RH .
PATTERN RECOGNITION, 1995, 28 (02) :211-229
[10]   CFAR edge detector for polarimetric SAR images [J].
Schou, J ;
Skriver, H ;
Nielsen, AA ;
Conradsen, K .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (01) :20-32