Overfitting Control for Surface Reconstruction [article]

Yunjin Lee, Seungyong Lee, Ioannis Ivrissimtzis, Hans-Peter Seidel
2006 Symposium on geometry processing : [proceedings]. Symposium on Geometry Processing  
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,
more » ... el Partition of Unity implicits, and the Power Crust algorithm.
doi:10.2312/sgp/sgp06/231-234 fatcat:seqqzjiebrhwbhgsziiiq65xkm