Mesh-based Variational Autoencoders for Localized Deformation Component Analysis.
Sign Up to like & getrecommendations! Published in 2021 at "IEEE transactions on pattern analysis and machine intelligence"
DOI: 10.1109/tpami.2021.3085887
Abstract: Spatially localized deformation components are very useful for shape analysis and synthesis in 3D geometry processing. Several methods have recently been developed, with an aim to extract intuitive and interpretable deformation components. However, these techniques… read more here.
Keywords: mesh based; deformation component; based variational; deformation ... See more keywords
Multiscale Mesh Deformation Component Analysis with Attention-based Autoencoders
Sign Up to like & getrecommendations! Published in 2021 at "IEEE transactions on visualization and computer graphics"
DOI: 10.1109/tvcg.2021.3112526
Abstract: Deformation component analysis is a fundamental problem in geometry processing and shape understanding. Existing approaches mainly extract deformation components in local regions at a similar scale while deformations of real-world objects are usually distributed in… read more here.
Keywords: deformation component; deformation components; component analysis; attention ... See more keywords