Evaluating the Disentanglement of Deep Generative Models through Manifold Topology.
Sharon ZhouEric ZelikmanFred LuAndrew Y. NgGunnar E. CarlssonStefano ErmonPublished in: ICLR (2021)
Keyphrases
- generative model
- probabilistic model
- mixture model
- discriminative learning
- deep belief networks
- discriminative models
- em algorithm
- conditional random fields
- semi supervised
- prior knowledge
- object categories
- hierarchical hidden markov models
- low dimensional
- maximum entropy principle
- sparse coding
- generative and discriminative models
- topic models
- feature space
- deep learning
- image processing
- expectation maximization
- high dimensional