Explainable Anatomical Shape Analysis Through Deep Hierarchical Generative Models.
Carlo BiffiJuan J. CerrolazaGiacomo TarroniWenjia BaiAntonio de MarvaoOzan OktayChristian LedigLoïc Le FolgocKonstantinos KamnitsasGeorgia DoumouJinming DuanSanjay K. PrasadStuart A. CookDeclan P. O'ReganDaniel RueckertPublished in: IEEE Trans. Medical Imaging (2020)
Keyphrases
- shape analysis
- generative model
- anatomical structures
- deep belief networks
- probabilistic model
- hierarchical models
- brain structures
- shape descriptors
- discriminative learning
- mixture model
- medical imaging
- deep learning
- prior knowledge
- discriminative models
- medical images
- hierarchical hidden markov models
- em algorithm
- unsupervised learning
- semi supervised
- conditional random fields
- restricted boltzmann machine
- sparse coding
- topic models
- shape space
- three dimensional
- image segmentation
- high dimensional
- generative and discriminative models