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  Overfitting Control for Surface Reconstruction

Lee, Y., Lee, S., Ivrissimtzis, I., & Seidel, H.-P. (2006). Overfitting Control for Surface Reconstruction. In SGP 2006 : Fourth Eurographics Symposium on Geometry Processing (pp. 231-234). Aire-la-Ville, Switzerland: Eurographics.

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 Creators:
Lee, Yunjin1, Author           
Lee, Seungyong1, Author           
Ivrissimtzis, Ioannis1, Author           
Seidel, Hans-Peter1, Author           
Fellner, Dieter W., Editor
Spencer, Stephen N., Editor
Sheffer, Alla, Editor
Polthier, Konrad, Editor
Affiliations:
1Computer Graphics, MPI for Informatics, Max Planck Society, ou_40047              

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 Abstract: This paper proposes a general framework for overfitting control in surface reconstruction from noisy point data. The problem we deal with is how to create a model that will capture as much detail as possible and simultaneously avoid reproducing the noise of the input points. The proposed framework is based on extra-sample validation. It is fully automatic and can work in conjunction with any surface reconstruction algorithm. We test the framework with a Radial Basis Function algorithm, Multi-level Partition of Unity implicits, and the Power Crust algorithm.

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Language(s): eng - English
 Dates: 2007-04-032006
 Publication Status: Issued
 Pages: -
 Publishing info: Aire-la-Ville, Switzerland : Eurographics
 Table of Contents: -
 Rev. Type: -
 Identifiers: eDoc: 314437
Other: Local-ID: C125675300671F7B-6200B7539E4BFA32C125729900502A05-Lee-sgp06
 Degree: -

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Title: Untitled Event
Place of Event: Cagliari, Sardinia, Italy
Start-/End Date: 2006-06-26

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Title: SGP 2006 : Fourth Eurographics Symposium on Geometry Processing
Source Genre: Proceedings
 Creator(s):
Affiliations:
Publ. Info: Aire-la-Ville, Switzerland : Eurographics
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 231 - 234 Identifier: ISBN: 3-905673-36-3