Instant Transport Maps on 2D Grids
Langue
en
Article de revue
Ce document a été publié dans
ACM Transactions on Graphics. 2018-11, vol. 37, n° 6, p. 13
Association for Computing Machinery
Résumé en anglais
In this paper, we introduce a novel and extremely fast algorithm to compute continuous transport maps between 2D probability densities discretized on uniform grids. The core of our method is a novel iterative solver computing ...Lire la suite >
In this paper, we introduce a novel and extremely fast algorithm to compute continuous transport maps between 2D probability densities discretized on uniform grids. The core of our method is a novel iterative solver computing the L 2 optimal transport map from a grid to the uniform density in the 2D Euclidean plane. A transport map between arbitrary densities is then recovered through numerical inversion and composition. In this case, the resulting map is only approximately optimal, but it is continuous and density preserving. Our solver is derivative-free, and it converges in a few cheap iterations. We demonstrate interactive performance in various applications such as adaptive sampling, feature sensitive remeshing, and caustic design.< Réduire
Mots clés en anglais
Optimal Transport
Nonlinear solver
Re-meshing
Sampling
Project ANR
Représentation et manipulation de formes extrement détaillées - ANR-14-CE24-0004
Origine
Importé de halUnités de recherche