SBL Mesh Filter: A Fast Approximation of Bilateral Mesh Filtering

Abstract :

Bilateral mesh filtering is a simple and powerful feature-preserving filtering operator which allows to smooth or remove noise from surface meshes while preserving important features in a non-iterative way. However, to be effective, such a filter may require quite a large support size, inducing slow processing when applied on high resolution meshes such as the ones produced by automatic 3D acquisition devices. In this paper, we propose a separable approximation of bilateral mesh filtering based on a local decomposition of the bi-dimensional filter into a product of two one-dimensional ones. In particular, we show that this approximation leads to piecewise smooth surfaces which are very close to the ones produced by the exact filter, using only a fraction of the usual required time. Compared to bilateral image filtering, the main problem here is to find meaningful directions at every point to orient the two one-dimensional filters. Our solution exploits the minimum and maximum curvature directions at each point and demonstrates a significant speed-up on meshes ranging from thousands to millions of elements, enabling feature-preserving filtering with large support size in a variety of practical scenarii. Our approach is simple, easy to implement and orthogonal to other kinds of optimizations such as higher dimensional clustering using a bilateral grid or a Gaussian kd-tree and can therefore be combined to them to reach even higher performance.

Type de document :
Communication dans un congrès
Vision, Modeling and Visualization (VMV) 2011, Sep 2011, Berlin, Germany. Vision, Modeling and Visualization (VMV) 2011, pp.97-103, 2011
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Soumis le : mardi 24 janvier 2017 - 14:07:04
Dernière modification le : jeudi 11 janvier 2018 - 06:23:39

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  • HAL Id : hal-01444950, version 1

Citation

Guillaume Vialaneix, Tamy Boubekeur. SBL Mesh Filter: A Fast Approximation of Bilateral Mesh Filtering. Vision, Modeling and Visualization (VMV) 2011, Sep 2011, Berlin, Germany. Vision, Modeling and Visualization (VMV) 2011, pp.97-103, 2011. 〈hal-01444950〉

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