An Edge Detection Improved Algorithm Based on Morphology and Wavelet Transform

被引:3
作者
Xia Kai-jian [1 ]
Yao Yu-feng [1 ]
Chang Jin-yi [1 ]
Zhong Shan [1 ]
机构
[1] Changshu Inst Technol, Dept Comp Sci & Engn, Changshu 215500, Peoples R China
来源
2010 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2010), VOL 1 | 2010年
关键词
wavelet transform; math morphology; edge detection; multi-structuring elements; noise; DOMAIN;
D O I
10.1109/ICCAE.2010.5451926
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An improved edge detecting algorithm based on mathematical morphology and wavelet transform is proposed to overcome the limitation which embarrasses the performance of the traditional mathematical morphological methods. In the wavelet domain, the low-frequency sub-image edges are detected by solving the maximum points of local wavelet coefficient model to restore edges, while the high-frequency sub-image edges are detected by multi-scales and two-structuring elements mathematical morphology. Finally it can get a complete edge of the image. Experimental results showed that compared with the traditional wavelet transform edge detecting method and math morphology method, this method can adaptively extract accurate. edge information, and better decrease the noise. It is an effective edge detection method.
引用
收藏
页码:404 / 407
页数:4
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