Equitable modelling of brain imaging by counterfactual augmentation with morphologically constrained 3D deep generative models.
Guilherme PomboRobert GrayM. Jorge CardosoSébastien OurselinGeraint ReesJohn AshburnerParashkev NachevPublished in: Medical Image Anal. (2023)
Keyphrases
- generative model
- brain imaging
- human brain
- probabilistic model
- prior knowledge
- discriminative models
- em algorithm
- brain images
- discriminative learning
- deep belief networks
- image analysis
- hierarchical hidden markov models
- generative and discriminative models
- factor analysis
- functional magnetic resonance imaging
- conditional random fields
- semi supervised
- magnetic resonance
- brain activity
- diffusion tensor imaging
- information processing
- expectation maximization
- computer vision