Machine-learning-accelerated simulations to enable automatic surface reconstruction.
Xiaochen DuJames K. DamewoodJaclyn R. LungerReisel MillanBilge YildizLin LiRafael Gómez-BombarelliPublished in: Nat. Comput. Sci. (2023)
Keyphrases
- surface reconstruction
- machine learning
- range data
- range images
- point cloud
- surface normals
- three dimensional
- multi view
- gradient field
- single view
- surface model
- surface fitting
- triangular mesh
- learning algorithm
- reconstruction method
- photometric stereo
- active learning
- smooth surfaces
- shape from texture
- computer vision
- outlier removal
- helmholtz stereopsis
- shape from shading
- closed form
- object surface
- similarity measure
- decision trees
- feature selection
- surface geometry