Understanding Failures in Out-of-Distribution Detection with Deep Generative Models.
Lily H. ZhangMark GoldsteinRajesh RanganathPublished in: CoRR (2021)
Keyphrases
- generative model
- probabilistic model
- mixture model
- discriminative learning
- prior knowledge
- discriminative models
- em algorithm
- deep belief networks
- conditional random fields
- semi supervised
- hierarchical hidden markov models
- object detection
- expectation maximization
- maximum entropy principle
- topic models
- hidden variables
- representational power
- discriminatively trained
- face detection
- maximum likelihood
- image classification
- hierarchical models
- computer vision