Monotonicity enhancing nonlinear diffusion

被引:3
作者
Mrázek, P [1 ]
机构
[1] Czech Tech Univ, Fac Elect Engn, Dept Cybernet, Ctr Machine Percept, Prague 16627 6, Czech Republic
关键词
nonlinear diffusion; monotonicity; piecewise monotone approximation; noise filtering; range data; 3D reconstruction;
D O I
10.1006/jvci.2001.0484
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider the task of filtering the noise from images and other types of inputs which are assumed to be piecewise continuous and piecewise monotone. We show that nonlinear diffusion of the data, a powerful filtering method, is too restrictive for such a case, leading to piecewise constant functions. We claim that the piecewise monotonicity can be enhanced by nonlinear diffusion of first partial derivatives of the input data. The method is developed in this paper; we introduce the algorithms and present experimental results. (C) 2002 Elsevier Science (USA).
引用
收藏
页码:313 / 323
页数:11
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