A study on image segmentation using nonlinear diffusion equation

被引:0
作者
Hahn, HI [1 ]
Ryu, DH [1 ]
机构
[1] Hankuk Univ Foreign Studies, Dept Informat & Commun Eng, Seoul, South Korea
来源
TENCON 2004 - 2004 IEEE REGION 10 CONFERENCE, VOLS A-D, PROCEEDINGS: ANALOG AND DIGITAL TECHNIQUES IN ELECTRICAL ENGINEERING | 2004年
关键词
image segmentation; nonlinear diffusion equation; scale space; edge detection;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we derive a partial differential equation which is interpreted as a continuous version of linear scale space and get a nonlinear scale space by applying nonlinear function to the partial differential equation. The linear scale spaces such as Gaussian pyramid, Laplacian pyramid or wavelets, etc. usually obtain coarser resolutions via iterative filtering using low-pass filters such as Gaussian kernel. However, it repaces the location of edges as the scale increases so that it has some difficulty in image segmentation. We show that the nonlinear scale space can overcome such shortcomings as edge replacement and is very robust from the additive noise.
引用
收藏
页码:A423 / A426
页数:4
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