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Discovering structural regularity in 3D geometry

delete2008-08-01
delete289
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OA
AI
M
Mark V. Pauly *
N
Niloy J. Mitra
J
Johannes Wallner
H
Helmut Pottmann
L
Leonidas Guibas
DOI:10.1145/1360612.1360642delete
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Abstract

Abstract

En 中文
We introduce a computational framework for discovering regular or repeated geometric structures in 3D shapes. We describe and classify possible regular structures and present an effective algorithm for detecting such repeated geometric patterns in point- or mesh-based models. Our method assumes no prior knowledge of the geometry or spatial location of the individual elements that define the pattern. Structure discovery is made possible by a careful analysis of pairwise similarity transformations that reveals prominent lattice structures in a suitable model of transformation space. We introduce an optimization method for detecting such uniform grids specifically designed to deal with outliers and missing elements. This yields a robust algorithm that successfully discovers complex regular structures amidst clutter, noise, and missing geometry. The accuracy of the extracted generating transformations is further improved using a novel simultaneous registration method in the spatial domain. We demonstrate the effectiveness of our algorithm on a variety of examples and show applications to compression, model repair, and geometry synthesis.
Keywords:
regular structure
repetitive pattern
transformation group
shape analysis
similarity transformation

Journal

ACM Transactions on Graphics cover
ACM Transactions on Graphics
IF:
9.5
Papers:
4.8K
Citations:
3.6W

Organization

I
indian institute of technology (iit) - delhi
Scholars:
5.6K
Papers: 5.5K
Citations: 2
E
ETH Zurich
Scholars:
3.0W
Papers: 2.4W
Citations: 8.4W
G
Graz University of Technology
Scholars:
6.7K
Papers: 6.3K
Citations: 8.5K
I
indian institute of technology system (iit system)
Scholars:
9.5W
Papers: 9.9W
Citations: 93
S
swiss federal institutes of technology domain
Scholars:
9.0W
Papers: 8.0W
Citations: 163
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Cited Papers

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