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Models and algorithms for efficient multiresolution topology estimation of measured 3-D range data.

In Kyu Park1, Kyoung Mu Lee, Sang Uk Lee

  • 1Multimedia Lab., Samsung Adv. Inst. of Technol., Yongin, South Korea.

IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society
|February 2, 2008
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Summary

This study introduces an efficient algorithm for creating multiresolution polygonal meshes from 3-D range data. The method ensures high-quality, equiangular triangular meshes with minimal error, improving 3-D modeling.

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Area of Science:

  • Computer Graphics
  • Computational Geometry
  • 3D Data Processing

Background:

  • Constructing accurate polygonal meshes from 3D range data is crucial for various applications.
  • Existing methods often face challenges in achieving desired mesh properties like regularity and equiangularity.
  • Efficient topology estimation is key for processing large 3D datasets.

Purpose of the Study:

  • To propose a novel and efficient algorithm for topology estimation in 3D range data.
  • To construct multiresolution polygonal and triangular meshes with improved equiangularity.
  • To address constraints of cognition, compactness, and regularity in mesh generation.

Main Methods:

  • Segmentation of 3D range data into Voronoi patches using K-means clustering.
  • Approximation of each patch with polygonal and triangular mesh models.
  • Application of a dynamic mesh model to adaptively improve mesh equiangularity.

Main Results:

  • Successful construction of satisfactory equiangular triangular mesh models.
  • Rapid mesh generation at various resolutions.
  • Tolerable modeling errors achieved.

Conclusions:

  • The proposed algorithm efficiently generates high-quality multiresolution meshes from 3D data.
  • The dynamic mesh model effectively enhances mesh equiangularity.
  • The method is suitable for both point clouds and dense meshes, offering a robust solution for 3D modeling.