Unified Brain MR-Ultrasound Synthesis using Multi-Modal Hierarchical Representations

We introduce MHVAE, a deep hierarchical variational autoencoder (VAE) that synthesizes missing images from various modalities. Extending multi-modal VAEs with a hierarchical latent structure, we introduce a probabilistic formulation for fusing multi-modal images in a common latent representation whi...

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Detalhes bibliográficos
Publicado no:Med Image Comput Comput Assist Interv
Main Authors: Dorent, Reuben, Haouchine, Nazim, Kogl, Fryderyk, Joutard, Samuel, Juvekar, Parikshit, Torio, Erickson, Golby, Alexandra, Ourselin, Sebastien, Frisken, Sarah, Vercauteren, Tom, Kapur, Tina, Wells, William M.
Formato: Artigo
Idioma:Inglês
Publicado em: 2023
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Article
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7615858/
https://ncbi.nlm.nih.gov/pubmed/38655383
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-031-43999-5_43
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