Conditional Generative Models are Provably Robust: Pointwise Guarantees for Bayesian Inverse Problems.
Fabian AltekrügerPaul HagemannGabriele SteidlPublished in: CoRR (2023)
Keyphrases
- generative model
- pointwise
- inverse problems
- probabilistic model
- global optimization
- image reconstruction
- em algorithm
- weighted sum
- mixture model
- convex optimization
- discriminative models
- prior knowledge
- maximum likelihood
- partial differential equations
- bayesian framework
- expectation maximization
- semi supervised
- optimal solution
- early vision
- bayesian networks
- machine learning
- natural images
- parameter space
- roc curve