期刊文献+

基于采样保真性的点模型去噪 被引量:1

Sampling Likelihood Based Denoising of Point-Sampled Surfaces
在线阅读 下载PDF
导出
摘要 提出了一种基于采样保真性的点模型去噪算法。该算法通过移动最小二乘曲面,计算每个采样点的保真性;由法向张量投票方法,测量采样点的特征性;利用改进的双边滤波算子获得各个采样点的滤波方向,结合保真性和特征性对点模型去噪。实验结果表明,算法是鲁棒的,在剔除噪声的同时能够有效地保持曲面的几何特征。 A robust denoising algorithm for point-sampled surfaces is proposed based on sampling likelihood. In terms of moving least squares surface, the sampling likelihood for each point on point-sampled surfaces is computed, which measures the probability that a 3D point is located on the sampled surface. Based on the normal tensor voting, the feature intensity of sample point is evaluated. By applying modified bilateral filtering to each normal, and in combination with sampling likelihood and feature intensity, the filtered point-sampled surfaces are obtained. Experimental results demonstrate that the algorithm is robust, and can denoise the noise efficiently while preserving the surface features.
出处 《工程图学学报》 CSCD 北大核心 2009年第3期105-112,共8页 Journal of Engineering Graphics
基金 国家“863”高技术研究发展计划资助项目(2007AA01Z311 2007AA04Z1A5) 浙江省教育厅科研资助项目(Y200805211 Y200805999)
关键词 计算机应用 采样保真性 特征性 双边滤波 点模型去噪 computer application sampling likelihood feature intensity bilateral filtering point-sampled surfaces denoising
  • 相关文献

参考文献16

  • 1Taubin G. A signal processing approach to fair surface design[C]//Proc, of the Computer Graphics. Annual Conf. Series, ACM SIGGRAPH, New York, NY, USA 1995: 351-358.
  • 2Desbrun M, Meyer M, Schroder P, et al. Implicit fairing of irregular meshes using diffusion and curvature flow[C]//Proc, of the Computer Graphics. Annual Conf. Series, ACM SIGGRAPH,New York, NY, USA, 1999: 317-324.
  • 3Bajaj CL, Xu G. Anisotropic diffusion of surfaces and functions on surfaces [J]. ACM Trans. on Graphics, 2003, 22 (1): 4-32.
  • 4Hildebrandt K, Polthier K. Anisotropic filtering of non-linear surface features [J]. Computer Graphics Forum, 2004, 23 (3): 391-400.
  • 5赵欢喜,徐国良.用反调和平均曲率流实现网格保特征平滑[J].计算机辅助设计与图形学学报,2006,18(3):325-330. 被引量:3
  • 6Fleishman S, Drori I, Cohen-Or D. Bilateral mesh denoising[C]//Proc. of the Computer Graphics Annual Conf. Series, ACM SIGGRAPH, 2003: 950-953.
  • 7Jones T R, Durand F, Desbrun M. Non-Iterative, feature-preserving mesh smoothing[C]//Proc, of the Computer Graphics, Annual Conf. Series, ACM SIGGRAPH, 2003: 943-949.
  • 8Kai-wah Lee, Wen-ping Wang. Feature-preserving mesh denoising via bilateral normal filtering[C]//Proc. of Ninth International Conference on CAD/CG'05, 2005: 275-280.
  • 9Pauly M, Kobbelt L P, Gross M. Multiresolution modeling of point-sampled geometry [R]. Technical Report, CS #379, ETH, Zurich, 2002.
  • 10Clarenz U, Rumpf M, Telea A. Fairing of point based surfaces [C]//Computer Graphics International (CGI'04), 2004: 600-603.

二级参考文献20

  • 1Moreton H,Sequin C.Functional optimization for fair surface design[J].ACM Computer Graphics,1992,26(2):167-176
  • 2Welch W,Witkin,A.Variational surface modeling[J].ACM Computer Graphics,1992,26(2):157-166
  • 3Taubin G.A signal processing approach to fair surface design[C]//Computer Graphics Proceedings,Annual Conference Series,ACM SIGGRAPH,Los Angeles,1995:351-358
  • 4Vollmer J,Mencl R,Muller H.Improved Laplacian smoothing of noisy surface meshes[J].Computer Graphics Forum,1999,18(3):131-138
  • 5Belyaev A,Ohtake Y.A comparison of mesh smoothing methods[C]//Proceedings of Israel-Korea Bi-national Conference on Geometric Modeling and Computer Graphics,Tel Aviv,Israel,2003:83-87
  • 6Alexa M.Wiener filtering of meshes[C]//Proceedings of Shape Modeling International,Calgary,Alberta,2002:51-57
  • 7Bajaj C,Xu G.Anisotropic diffusion of subdivision surfaces and functions on surfaces[J].ACM Transactions on Graphics,2003,22(1):4-32
  • 8Desbrun M,Meyer M,Schroder P,et al.Anisotropic feature-preserving denoising of height fields and bivariate data[C]//Proceedings of Graphics Interface,Montréal,Québec,2000:145-152
  • 9Tasdizen T,Whitaker R T,Burchard P,et al.Anisotropic geometric diffusion in surface processing[C]//Proceedings of IEEE Visualization,Salt Lake City,Utah,2000:397-405
  • 10Xu G.Surface fairing and featuring by mean curvature motions[J].Journal of Computational and Applied Mathematics,2004,163(1):295-309

共引文献2

同被引文献10

  • 1肖春霞 李辉 缪永伟等.基于非局部几何信号的点模型去噪算法.软件学报,2006,17:110-119.
  • 2Taubin G. A Signal Processing Approach to Fair Surface Design[C] //Proc. of the 22nd Annual Conference on Computer Graphics and Interactive Techniques. New York, USA: ACM Press, 1995.
  • 3Desbrun M, Meyer M, Schroder P, et al. Implicit Fairing of Irregular Meshes Using Diffusion and Curvature Flow[C] //Proc. of the 26th Annual Conference on Computer Graphics and Interactive Techniques. Los Angeles, USA: ACM Press, 1999.
  • 4Perona P, Malik J. Scale-space and Edge Detection Using Anisotropic Diffusion[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1990, 12(7): 629-639.
  • 5Peng J, Strela V, Zorin D. A Simple Algorithm for Surface Denoising[C] //Proc. of ACM Siggraph. Washington D. C., USA: [s. n.] , 2001.
  • 6Pauly M, Gross M. Spectral Processing of Point-sampled Geometry[C] //Proc. of the 28th Annual Conference on Computer Graphics and Interactive Techniques. New York, USA: ACM Press, 2001.
  • 7Fleishman S, Drori I, Cohen D. Bilateral Mesh Denoising[J]. ACM Transactions on Graphics, 2003, 22(3): 950-953.
  • 8Jones T, Durand F, Desbrun M. Non-iterative, Feature-preserving Mesh Smoothing[J]. ACM Transactions on Graphics, 2003, 22(3): 943-949.
  • 9徐海银,方雄兵,胡利安.点到隐式曲面的正交投影计算[J].计算机辅助设计与图形学学报,2008,20(12):1641-1646. 被引量:5
  • 10李元旺,黄文明,温佩芝,吴晓军.空间超限邻域点云去噪算法的研究与实现[J].计算机系统应用,2010,19(3):35-38. 被引量:8

引证文献1

二级引证文献6

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部