An Advanced Multiscale Edge Detector Based on Gabor Filters for SAR Imagery

被引:30
|
作者
Xiang, Yuming [1 ,2 ]
Wang, Feng [1 ]
Wan, Ling [1 ,2 ]
You, Hongjian [1 ,2 ]
机构
[1] Chinese Acad Sci, Inst Elect, Key Lab Technol Geospatial Informat Proc & Applic, Beijing 100190, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100000, Peoples R China
基金
中国国家自然科学基金;
关键词
Edge detection; Gabor filter; multiscale; ratio-based detector; synthetic aperture radar (SAR); EXTRACTION; ALGORITHM;
D O I
10.1109/LGRS.2017.2720684
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
The ratio of averages is a robust edge detector which provides the property of constant false alarm rate for synthetic aperture radar (SAR) imagery. However, the rectangular window used in the calculation of local mean may cause numerous false maxima. The size of the processing window also has a significant effect on the detection performance, but it is difficult to determine the optimum window size. In this letter, we first propose a new ratio-based detector that is constructed by the Gabor odd filter. The scale of the proposed detector is related to the size of the processing window. Then, edge strength maps extracted by multiscale detectors are combined using an edge tracking algorithm to form a final response. We used the receiver operating characteristic curves to evaluate the performance of the proposed detector. The experimental results on simulated and real-world SAR images show that the proposed multiscale edge detector yields an accurate and consecutive edge response.
引用
收藏
页码:1522 / 1526
页数:5
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