Regularized Frank-Wolfe for Dense CRFs: Generalizing Mean Field and Beyond.
D. Khuê Lê-HuuKarteek AlahariPublished in: NeurIPS (2021)
Keyphrases
- conditional random fields
- markov random field
- loopy belief propagation
- markov networks
- higher order
- graphical models
- undirected graphical models
- exact inference
- hidden markov models
- named entity recognition
- belief networks
- fully connected
- information extraction
- risk minimization
- closed form
- line search
- statistical mechanics
- belief propagation
- semantic segmentation
- sequence labeling
- sparse reconstruction
- approximate inference
- parameter learning
- em algorithm
- linear complexity
- objective function
- maximum entropy
- structured prediction
- least squares
- probabilistic model
- machine learning
- first order logic
- image restoration
- generative model
- graph cuts
- maximum likelihood
- pairwise
- max margin learning