A novel approach for edge detection based on the theory of electrostatic field

被引:0
|
作者
Wang, Zhong-Ren [1 ]
Quan, Yan-Ming [1 ]
机构
[1] South China Univ Technol, Coll Mech Engn, Guangzhou 510640, Peoples R China
关键词
edge detection; electrostatic field; the Law of Coulomb;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposed a novel, simple and effective edge detection algorithm basing on the Law of Coulomb. The algorithm assumes that each pixel is a point electric charge which exerts forces on other neighboring pixels and receives forces from the neighboring pixels. The attracting or excluding forces can be calculated by the law of Coulomb. The vector sum of all electrostatic forces is used to compute the magnitude and the direction of signal variation. Edges are characterized by high magnitude of electrostatic forces along a particular direction and can therefore be detected. The proposed algorithm was tested and compared with other common methods such as Prewitt, LOG and Canny using Lena image, with and without the corruption of salt & pepper noise. Results show that the proposed edge detector is more robust under noisy condition. In addition, the algorithm can work at any desired scale through regulating the weighting coefficient.
引用
收藏
页码:192 / +
页数:2
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