Overfitting Control for Surface Reconstruction

Lee, Yunjin; Lee, Seungyong; Ivrissimtzis, Ioannis; Seidel, Hans-Peter

Overfitting Control for Surface Reconstruction

Files

231-234.pdf (234.93 KB)

Date

2006

Authors

Lee, Yunjin
Lee, Seungyong
Ivrissimtzis, Ioannis
Seidel, Hans-Peter

Publisher

The Eurographics Association

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.

        @inproceedings{:10.2312/SGP/SGP06/231-234
,
booktitle = {Symposium on Geometry Processing
},
editor = {Alla Sheffer and Konrad Polthier
},
title = {{Overfitting Control for Surface Reconstruction
}},
author = {Lee, Yunjin and 
Lee, Seungyong and 
Ivrissimtzis, Ioannis and 
Seidel, Hans-Peter
},
year = {2006
},
publisher = {The Eurographics Association
},
ISSN = {1727-8384
},
ISBN = {3-905673-24-X
},
DOI = {/10.2312/SGP/SGP06/231-234
}
}