The informed sampler: A discriminative approach to Bayesian inference in generative computer vision models.
Varun JampaniSebastian NowozinMatthew LoperPeter V. GehlerPublished in: Comput. Vis. Image Underst. (2015)
Keyphrases
- bayesian inference
- probabilistic model
- gibbs sampler
- computer vision
- markov chain monte carlo
- variational inference
- generative model
- discriminative models
- statistical inference
- bayesian model
- discriminative methods
- hidden variables
- prior information
- bayesian models
- object detection
- bayesian framework
- monte carlo
- prior distribution
- machine learning
- latent variables
- probabilistic modeling
- markov networks
- graphical models
- least squares
- discriminative learning
- hierarchical bayesian
- variational approximation
- approximate inference