Edge Detection Using Matched Filter

被引:0
|
作者
Luo Hai-bo [1 ,3 ,4 ]
Jiao An-bo [1 ,2 ,3 ,4 ]
Xu Ling-yun [1 ,2 ,3 ,4 ]
Shao Chun-yan [1 ,2 ,3 ,4 ]
机构
[1] Chinese Acad Sci, Shenyang Inst Automat, Shenyang 110016, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Chinese Acad Sci, Key Lab Opt Elect Informat Proc, Shenyang 110016, Peoples R China
[4] Key Lab Image Understanding & Comp Vis, Shenyang 110016, Liaoning Provin, Peoples R China
来源
2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC) | 2015年
关键词
edge detection; matched filter; local adaptive threshold; real-time application; noise suppression;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For target tracking, automatic target recognition and detection applications, they value edge detection sensibility, precision and location accuracy rather than other criterions. Aimed at these three criterions, this paper presents an edge detection algorithm based on matched filter. Firstly, a matched filter was designed by analyzing the edge model for natural image, then the edge response was computed using the designed matched filter; secondly, the lower and discontinuous filtered responses were further suppressed using a dedicated one-dimension filter; finally, the edge image was obtained by binarizing the edge response with a local adaptive threshold. Experimental results illustrate that the proposed algorithm has more improvement than the Sobel and Canny operators in detection sensibility, precision and location accuracy. Moreover, the algorithm can be implemented with parallel pipeline using FPGA, so it is also rather suitable tier real-time applications.
引用
收藏
页码:1132 / 1136
页数:5
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