A SIMPLE AND EFFICIENT ALGORITHM FOR DOT PATTERNS RECONSTRUCTION

被引:0
作者
Melkemi, Mahmoud [1 ]
Elbaz, Mounir [1 ]
机构
[1] Univ Haute Alsace, Lab Math Informat & Applicat, 4 Rue Freres Lumiere, F-68093 Mulhouse, France
来源
2014 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2014年
关键词
Pattern recognition; dot patterns; features extraction; shape reconstruction; Delaunay triangulation; SHAPE; EXTRACTION; BOUNDARY; POINTS; SET;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The problem of reconstructing the shape of dot patterns (sampled planar connected regions) is extensively studied in the literature. Up till now, the existing works do not provide guarantee for the correctness of the obtained solution, usually the results was validated empirically according to human perception. In this article, we present a new algorithm that guarantees reconstruction of the shape for a set of points satisfying some density conditions. Many experimental results show that the algorithm usually gives an adequate reconstruction for non-uniformly and weakly-sampled patterns. An advantage of the algorithm is its simplicity. Once the Delaunay triangulation of the input data is computed, simple rules are applied to the Delaunay edges in order to select those belonging to the reconstruction graph.
引用
收藏
页码:4727 / 4731
页数:5
相关论文
共 23 条
  • [1] EXTRACTION OF EARLY PERCEPTUAL STRUCTURE IN DOT PATTERNS - INTEGRATING REGION, BOUNDARY, AND COMPONENT GESTALT
    AHUJA, N
    TUCERYAN, M
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1989, 48 (03): : 304 - 356
  • [2] The crust and the β-skeleton:: Combinatorial curve reconstruction
    Amenta, N
    Bern, M
    Eppstein, D
    [J]. GRAPHICAL MODELS AND IMAGE PROCESSING, 1998, 60 (02): : 125 - 135
  • [3] Bernardini Fausto., 1997, Sampling and reconstructing manifolds using alpha-shapes
  • [4] Mapping Dynamic Bayesian Networks to α-Shapes: Application to Human Faces Identification Across Ages
    Bouchaffra, Djamel
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2012, 23 (08) : 1229 - 1241
  • [5] A novel approach to computation of the shape of a dot pattern and extraction of its perceptual border
    Chaudhuri, AR
    Chaudhuri, BB
    Parui, SK
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 1997, 68 (03) : 257 - 275
  • [6] Chevallier N, 2011, COMPUTATIONAL GEOMETRY (SCG 11), P510
  • [7] Dey T. K., 1999, Proceedings of the Fifteenth Annual Symposium on Computational Geometry, P197, DOI 10.1145/304893.304972
  • [8] DEY T.K., 2000, PROC 15 ANN ACM SYMP, P233
  • [9] Dey T. K., 1999, Proceedings of the Tenth Annual ACM-SIAM Symposium on Discrete Algorithms, P893
  • [10] Efficient generation of simple polygons for characterizing the shape of a set of points in the plane
    Duckham, Matt
    Kulik, Lars
    Worboys, Mike
    Galton, Antony
    [J]. PATTERN RECOGNITION, 2008, 41 (10) : 3224 - 3236