Adaptive feature-preserving non-local denoising of static and time-varying range data

被引:48
作者
Schall, Oliver [1 ]
Belyaev, Alexander [1 ]
Seidel, Hans-Peter [1 ]
机构
[1] Max Planck Inst Informat, Comp Graph Grp, D-66123 Saarbrucken, Germany
关键词
denoising; region-based filtering; non-local filtering; feature-preservation; anisotropy; time-varying geometry;
D O I
10.1016/j.cad.2008.01.011
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We present a new method for noise removal oil static and time-varying range data. Our approach predicts the restored position of a perturbed vertex using similar vertices in its neighborhood. It define the required similarity measure in a new non-local fashion which compares regions of the surface instead of point pairs. This allows our algorithm to obtain a more accurate denoising result than previous state-of-the-art approaches and, at the same time, to better preserve fine features of the surface. Another interesting component of our method is that the neighborhood size is not constant over the surface but adapted close to the boundaries which improves the denoising performance in those regions of the dataset. Furthermore, our approach is easy to implement, effective, and flexibly applicable to different types of scanned data. We demonstrate this oil several static and interesting new time-varying datasets obtained Using laser and structured light scanners. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:701 / 707
页数:7
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