A scheme for coherence-enhancing diffusion filtering with optimized rotation invariance

被引:192
作者
Weickert, J [1 ]
Scharr, H
机构
[1] Univ Mannheim, Dept Math & Comp Sci, Comp Vis Graph & Pattern Recognit Grp, D-68131 Mannheim, Germany
[2] Univ Heidelberg, Interdisciplinary Ctr Sci Comp, D-69120 Heidelberg, Germany
关键词
image processing; anisotropic diffusion; scale-spaces; rotation invariance; filter design; finite differences; analytical solutions; performance evaluation;
D O I
10.1006/jvci.2001.0495
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
For strongly directed anisotropic processes such as coherence-enhancing diffusion filtering it is crucial to use numerical schemes with highly accurate directional behavior. We show that this is not possible in a satisfactory way when discretizations are limited to 3 x 3 stencils. As a consequence, we investigate a novel algorithm based on 5 x 5 stencils. It utilizes recently discovered differentiation filters with optimized rotation invariance. By juxtaposing it with several common algorithms we demonstrate its superior behavior with respect to the following properties: rotation invariance, avoidance of blurring artifacts (dissipativity), and accuracy. The latter one is evaluated by deriving an analytical solution for coherence-enhancing diffusion filtering of images with circular symmetry. Furthermore, we show that the new scheme is 3 to 4 times more efficient than explicit schemes on 3 x 3 stencils. It does not require to solve linear systems of equations, and it can be easily implemented in any dimension. (C) 2002 Elsevier Science (USA).
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页码:103 / 118
页数:16
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