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Mutual Information-based Disentangled Neural Networks for Classifying Unseen Categories in Different Domains: Application to Fetal Ultrasound Imaging

Deep neural networks exhibit limited generalizability across images with different entangled domain features and categorical features. Learning generalizable features that can form universal categorical decision boundaries across domains is an interesting and difficult challenge. This problem occurs...

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Detalhes bibliográficos
Publicado no:IEEE Trans Med Imaging
Main Authors: Meng, Qingjie, Matthew, Jacqueline, Zimmer, Veronika A., Gomez, Alberto, Lloyd, David F.A., Rueckert, Daniel, Kainz, Bernhard
Formato: Artigo
Idioma:Inglês
Publicado em: 2021
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7116845/
https://ncbi.nlm.nih.gov/pubmed/33141662
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TMI.2020.3035424
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