no code implementations • 23 Apr 2024 • Erlend Grong, Karen Habermann, Stefan Sommer
Simulation of conditioned diffusion processes is an essential tool in inference for stochastic processes, data imputation, generative modelling, and geometric statistics.
1 code implementation • 15 Aug 2023 • Francesco Ballerin, Erlend Grong
Equipping the rototranslation group $SE(2)$ with a sub-Riemannian structure inspired by the visual cortex V1, we propose algorithms for image inpainting and enhancement based on hypoelliptic diffusion.
no code implementations • 6 Jul 2023 • Morten Akhøj, James Benn, Erlend Grong, Stefan Sommer, Xavier Pennec
In this paper we demonstrate how sub-Riemannian geometry can be used for manifold learning and surface reconstruction by combining local linear approximations of a point cloud to obtain lower dimensional bundles.