@inproceedings{LaubeFranzUmlauf2018,
  author    = {Laube, Pascal and Franz, Matthias O. and Umlauf, Georg},
  title     = {Deep Learning Parametrization for B-Spline Curve Approximation},
  booktitle = {International Conference on 3D Vision (3DV), 5-8 Sept. 2018, Verona, Italy},
  issn      = {2475-7888},
  doi       = {10.1109/3DV.2018.00084},
  institution = {Institut f{\"u}r Optische Systeme - IOS},
  pages     = {691 -- 699},
  year      = {2018},
  abstract  = {In this paper we present a method using deep learning to compute parametrizations for B-spline curve approximation. Existing methods consider the computation of parametric values and a knot vector as separate problems. We propose to train interdependent deep neural networks to predict parametric values and knots. We show that it is possible to include B-spline curve approximation directly into the neural network architecture. The resulting parametrizations yield tight approximations and are able to outperform state-of-the-art methods.},
  language  = {en}
}