Diagnosing and Fixing Manifold Overfitting in Deep Generative Models.
Gabriel Loaiza-GanemBrendan Leigh RossJesse C. CresswellAnthony L. CateriniPublished in: CoRR (2022)
Keyphrases
- generative model
- probabilistic model
- mixture model
- deep belief networks
- discriminative models
- discriminative learning
- decision trees
- em algorithm
- sparse coding
- topic models
- maximum entropy principle
- conditional random fields
- semi supervised
- object categories
- cross validation
- low dimensional
- hierarchical hidden markov models
- prior knowledge
- expectation maximization
- high dimensional
- feature space
- object recognition
- representational power
- generative and discriminative models
- machine learning
- model selection
- information extraction
- probability distribution
- image set
- lower dimensional
- pairwise
- computer vision