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    Self-Organising Maps for Implicit Surface Reconstruction

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    083-090.pdf (465.7Kb)
    Date
    2008
    Author
    Yoon, Mincheol
    Ivrissimtzis, Ioannis
    Lee, Seungyong ORCID
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    Abstract
    This paper proposes an implicit surface reconstruction algorithm based on Self-Organising Maps (SOMs). The SOM has the connectivity of a regular 3D grid, each node storing its signed distance from the surface. At each iteration of the basic algorithm, a new training set is created by sampling regularly along the normals of the input points. The main training iteration consists of a competitive learning step, followed by several iterations of Laplacian smoothing. After each training iteration, we use extra sample validation to test for overfitting. At the end of the training process, a triangle mesh is extracted as the zero level set of the SOM grid. Validation tests and experiments show that the algorithm can cope with the noise of raw scan data. Timing measurements and comparisons show that the algorithm is fast, because the fixed and regular connectivity of the SOM means that the search of the node nearest to a sample can be done efficiently.
    BibTeX
    @inproceedings {10.2312:LocalChapterEvents:TPCG:TPCG08:083-090,
    booktitle = {Theory and Practice of Computer Graphics},
    editor = {Ik Soo Lim and Wen Tang},
    title = {{Self-Organising Maps for Implicit Surface Reconstruction}},
    author = {Yoon, Mincheol and Ivrissimtzis, Ioannis and Lee, Seungyong},
    year = {2008},
    publisher = {The Eurographics Association},
    ISBN = {978-3-905673-67-8},
    DOI = {10.2312/LocalChapterEvents/TPCG/TPCG08/083-090}
    }
    URI
    http://dx.doi.org/10.2312/LocalChapterEvents/TPCG/TPCG08/083-090
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    Eurographics Association copyright © 2013 - 2023 
    Send Feedback | Contact - Imprint | Data Privacy Policy | Disable Google Analytics
    Theme by @mire NV
    System hosted at  Graz University of Technology.
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