Equitable modelling of brain imaging by counterfactual augmentation with morphologically constrained 3D deep generative models.
Guilherme PomboRobert GrayManuel Jorge CardosoSébastien OurselinGeraint ReesJohn AshburnerParashkev NachevPublished in: CoRR (2021)
Keyphrases
- generative model
- brain imaging
- human brain
- probabilistic model
- discriminative learning
- deep belief networks
- discriminative models
- image analysis
- em algorithm
- prior knowledge
- hierarchical hidden markov models
- semi supervised
- brain images
- conditional random fields
- generative and discriminative models
- medical imaging
- functional magnetic resonance imaging
- expectation maximization
- feature space
- factor analysis
- pattern recognition
- white matter
- computer vision
- information processing
- unsupervised learning