PDE-Based Graph Signal Processing for 3-D Color Point Clouds Opportunities for cultural heritage

被引:32
作者
Lozes, Francois
Elmoataz, Abderrahim [1 ]
Lezoray, Olivier [2 ]
机构
[1] Univ Caen Basse Normandie, Caen, France
[2] Univ Caen Basse Normandie, Dept Comp Sci, Caen, France
关键词
WEIGHTED GRAPHS; IMAGE; PAINTINGS; EQUATION;
D O I
10.1109/MSP.2015.2408631
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the advance of three-dimensional (3-D) scanning technology, the cultural heritage community is increasingly interested in 3-D scans of cultural objects such as antiques, artifacts, and heritage sites. Digitization of these objects is commonly aimed at heritage preservation. Since 3-D color scanning has the potential to tackle a variety of traditional documentation challenges, the use of signal processing techniques on such data can be expected to yield new applications that are feasible for the first time with the aid of captured 3-D color point clouds. Our contributions are twofold. First, we propose a simple method to solve partial differential equations (PDEs) on point clouds using the framework of partial difference equations (PdEs) on graphs. Second, we survey several applications of 3-D color point cloud processing on real examples for which signal processing researchers can develop tools that can be valuable for museum specialists. The results of these methods have been reviewed by experts in the arts and found promising. © 2015 IEEE.
引用
收藏
页码:103 / 111
页数:9
相关论文
共 16 条
  • [1] When Van Gogh meets Mandelbrot: Multifractal classification of painting's texture
    Abry, P.
    Wendt, H.
    Jaffard, S.
    [J]. SIGNAL PROCESSING, 2013, 93 (03) : 554 - 572
  • [2] [Anonymous], SPIE OPTICAL ENG APP
  • [3] A Variational Framework for Exemplar-Based Image Inpainting
    Arias, Pablo
    Facciolo, Gabriele
    Caselles, Vicent
    Sapiro, Guillermo
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 2011, 93 (03) : 319 - 347
  • [4] An optimal algorithm for approximate nearest neighbor searching in fixed dimensions
    Arya, S
    Mount, DM
    Netanyahu, NS
    Silverman, R
    Wu, AY
    [J]. JOURNAL OF THE ACM, 1998, 45 (06) : 891 - 923
  • [5] Image Denoising Methods. A New Nonlocal Principle
    Buades, A.
    Coll, B.
    Morel, J. M.
    [J]. SIAM REVIEW, 2010, 52 (01) : 113 - 147
  • [6] Crack detection and inpainting for virtual restoration of paintings: The case of the Ghent Altarpiece
    Cornelis, B.
    Ruzic, T.
    Gezels, E.
    Dooms, A.
    Pizurica, A.
    Platisa, L.
    Cornelis, J.
    Martens, M.
    De Mey, M.
    Daubechies, I.
    [J]. SIGNAL PROCESSING, 2013, 93 (03) : 605 - 619
  • [7] Eikonal Equation Adaptation on Weighted Graphs: Fast Geometric Diffusion Process for Local and Non-local Image and Data Processing
    Desquesnes, Xavier
    Elmoataz, Abderrahim
    Lezoray, Olivier
    [J]. JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2013, 46 (02) : 238 - 257
  • [8] Nonlocal discrete regularization on weighted graphs: A framework for image and manifold processing
    Elmoataz, Abderrahim
    Lezoray, Olivier
    Bougleux, Sebastien
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2008, 17 (07) : 1047 - 1060
  • [9] Non-Local Morphological PDEs and p-Laplacian Equation on Graphs With Applications in Image Processing and Machine Learning
    Elmoataz, Abderrahim
    Desquesnes, Xavier
    Lezoray, Olivier
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2012, 6 (07) : 764 - 779
  • [10] Ghoniem M, 2011, IEEE IMAGE PROC, P1361, DOI 10.1109/ICIP.2011.6115690