Image edge detection method of combining wavelet lift with Canny operator

被引:17
|
作者
Zhang, Xiaofeng [1 ]
Zhang, Yu [1 ]
Zheng, Ran [1 ]
机构
[1] Nanchang Hangkong Univ, Sch Informat Engn, Nanchang 330063, Peoples R China
来源
CEIS 2011 | 2011年 / 15卷
关键词
edge detection; Canny operator; wavelet lifting algorithm; adaptive; column and row transformations;
D O I
10.1016/j.proeng.2011.08.247
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
There are deficiencies about traditional algorithms in speed and accuracy, so a new algorithm for edge detection is proposed. Firstly the source image is decomposed by wavelet lifting transform, and then the wavelet modulus maximum algorithm is used for high-frequency information and the Canny operator is used for low-frequency information during edge detection. Lifting algorithm speeds the image decomposition; the self-adaptive processing of update operators well reserves the local structural feature information; when the image is decomposed, column and row transformations reduce the requirement for memory and the computational complexity; the different algorithms being respectively used for high-frequency and low-frequency component make precision of edge detection higher. The results of experiment show that the algorithm is faster and more accurate than Canny operator and traditional wavelet algorithm in edge extraction.
引用
收藏
页数:5
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