NONLINEAR DIFFUSION WITH MULTIPLE EDGINESS THRESHOLDS

被引:75
作者
LI, XP [1 ]
CHEN, TW [1 ]
机构
[1] UNIV CALGARY,DEPT ELECT & COMP ENGN,CALGARY T2N 1N4,ALBERTA,CANADA
关键词
IMAGE SMOOTHING; IMAGE ENHANCEMENT; EDGE-PRESERVED SMOOTHING; NONLINEAR IMAGE PROCESSING; NONLINEAR DIFFUSION;
D O I
10.1016/0031-3203(94)90142-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Nonlinear diffusion has been shown very effective in edge-preserved smoothing of images. However, the existing nonlinear diffusion models suffer several drawbacks: sensitivity to the choice of the conductance parameter, limited range of edge enhancement, and sensitivity to the selection of evolution time. Through analysis we have found that these problems are due to the fact that the conductance parameter is made to be fixed in those nonlinear diffusion models. In this paper, we propose to modify the models in such a way that the conductance parameter is allowed to vary as a function of the diffusion process. It is shown that with proper but not critical choice of this function the above problems can be alleviated. The improvement is illustrated by experiments.
引用
收藏
页码:1029 / 1037
页数:9
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