Paper ID: 2309.11993

Neural Stochastic Screened Poisson Reconstruction

Silvia Sellán, Alec Jacobson

Reconstructing a surface from a point cloud is an underdetermined problem. We use a neural network to study and quantify this reconstruction uncertainty under a Poisson smoothness prior. Our algorithm addresses the main limitations of existing work and can be fully integrated into the 3D scanning pipeline, from obtaining an initial reconstruction to deciding on the next best sensor position and updating the reconstruction upon capturing more data.

Submitted: Sep 21, 2023