Search Results for author: Miguel Angel Gonzalez Ballester

Found 3 papers, 1 papers with code

Attri-VAE: attribute-based interpretable representations of medical images with variational autoencoders

1 code implementation20 Mar 2022 Irem Cetin, Maialen Stephens, Oscar Camara, Miguel Angel Gonzalez Ballester

In this paper, we propose a VAE approach, the Attri-VAE, that includes an attribute regularization term to associate clinical and medical imaging attributes with different regularized dimensions in the generated latent space, enabling a better-disentangled interpretation of the attributes.

Attribute Disentanglement

Computational Anatomy for Multi-Organ Analysis in Medical Imaging: A Review

no code implementations20 Dec 2018 Juan J. Cerrolaza, Mirella Lopez-Picazo, Ludovic Humbert, Yoshinobu Sato, Daniel Rueckert, Miguel Angel Gonzalez Ballester, Marius George Linguraru

With more than 300 papers included in this review, we reflect on the trends and challenges of the field of computational anatomy, the particularities of each anatomical region, and the potential of multi-organ analysis to increase the impact of 35 medical imaging applications on the future of healthcare.

Anatomy

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