Search Results for author: Irem Cetin

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

A Radiomics Approach to Computer-Aided Diagnosis with Cardiac Cine-MRI

no code implementations25 Sep 2019 Irem Cetin, Gerard Sanroma, Steffen E. Petersen, Sandy Napel, Oscar Camara, Miguel-Angel Gonzalez Ballester, Karim Lekadir

In this paper, we present a new approach to identify CVDs from cine-MRI by estimating large pools of radiomic features (statistical, shape and textural features) encoding relevant changes in anatomical and image characteristics due to CVDs.

feature selection

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