Implicit Gaussian process representation of vector fields over arbitrary latent manifolds.
Robert L. PeachMatteo Vinao-CarlNir GrossmanMichael DavidEmma MallasDavid SharpParesh A. MalhotraPierre VandergheynstAdam GosztolaiPublished in: CoRR (2023)
Keyphrases
- gaussian process
- latent space
- vector field
- latent variables
- gaussian processes
- lie group
- regression model
- gaussian process regression
- model selection
- manifold learning
- differential operators
- bayesian framework
- optical flow
- hyperparameters
- low dimensional
- approximate inference
- generative model
- dimensionality reduction
- velocity field
- parameter space
- gaussian process models
- semi supervised
- probabilistic model
- motion field
- prior knowledge
- machine learning
- cross validation
- feature space
- video sequences