An Improved Method for Image Edge Detection Based on GM(1,1) Model

被引:10
|
作者
Zhang, Jianxin [1 ]
Wu, Lang [1 ]
机构
[1] Zhejiang Sci Tech Univ, Coll Mech Engn & Automat, Hangzhou, Zhejiang, Peoples R China
关键词
image edge detection; GM(1,1) model; grey system theory; initial condition;
D O I
10.1109/AICI.2009.220
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The GM(1,1) model usually uses the first component of the first order accumulated generating operation(AGO) sequence X-(1) as the initial condition to model in the research and application of image edge detection. This model has the disadvantage of being unable to completely utilize the latest information. Also it can't detect out all edge points because it detects the image only on two directions of horizontal and vertical. So in this paper, an improved GM(1,1) model is proposed for edge detection. It uses the last component of sequence X-(1) as the initial condition of GM(1,1) model and predicts the pixel value on eight directions. Then the predicted image is subtracted by the original image to find out the position points with hopping grey values, which are edge points. Experimental results show that this algorithm can effectively detect out a complete image edge.
引用
收藏
页码:133 / 136
页数:4
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