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Self-supervised Skull Reconstruction in Brain CT Images with Decompressive Craniectomy


Jul 07, 2020
Franco Matzkin, Virginia Newcombe, Susan Stevenson, Aneesh Khetani, Tom Newman, Richard Digby, Andrew Stevens, Ben Glocker, Enzo Ferrante

* Accepted for publication in MICCAI 2020 

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Post-DAE: Anatomically Plausible Segmentation via Post-Processing with Denoising Autoencoders


Jun 24, 2020
Agostina J Larrazabal, César Martínez, Ben Glocker, Enzo Ferrante

* IEEE Transactions on Medical Imaging (IEEE TMI), 2020 
* Accepted for publication in IEEE Transactions on Medical Imaging (IEEE TMI) 

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Learning Deformable Registration of Medical Images with Anatomical Constraints


Jan 22, 2020
Lucas Mansilla, Diego H. Milone, Enzo Ferrante

* Accepted for publication in Neural Networks (Elsevier). Source code and resulting segmentation masks for the NIH Chest-XRay14 dataset with estimated quality index available at https://github.com/lucasmansilla/ACRN_Chest_X-ray_IA 

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Anatomical Priors for Image Segmentation via Post-Processing with Denoising Autoencoders


Jun 05, 2019
Agostina J. Larrazabal, Cesar Martinez, Enzo Ferrante

* Accepted for publication in MICCAI 2019 

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Joint Learning of Brain Lesion and Anatomy Segmentation from Heterogeneous Datasets


Apr 15, 2019
Nicolas Roulet, Diego Fernandez Slezak, Enzo Ferrante

* Accepted for publication at MIDL 2019. Open reviews available at: https://openreview.net/forum?id=Syest0rxlN 

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Weakly-Supervised Learning of Metric Aggregations for Deformable Image Registration


Sep 24, 2018
Enzo Ferrante, Puneet K. Dokania, Rafael Marini Silva, Nikos Paragios

* Accepted for publication in IEEE Journal of Biomedical and Health Informatics, 2018 

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Left ventricle quantification through spatio-temporal CNNs


Aug 23, 2018
Alejandro Debus, Enzo Ferrante

* Accepted for publication at Statistical Atlases and Computational Modeling of the Heart (STACOM) workshop @ MICCAI 2018 

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Disease Prediction using Graph Convolutional Networks: Application to Autism Spectrum Disorder and Alzheimer's Disease


Jun 05, 2018
Sarah Parisot, Sofia Ira Ktena, Enzo Ferrante, Matthew Lee, Ricardo Guerrero, Ben Glocker, Daniel Rueckert

* in Press at Medical Image Analysis, MICCAI 2017 Special Issue 

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Anatomically Constrained Neural Networks (ACNN): Application to Cardiac Image Enhancement and Segmentation


Dec 05, 2017
Ozan Oktay, Enzo Ferrante, Konstantinos Kamnitsas, Mattias Heinrich, Wenjia Bai, Jose Caballero, Stuart Cook, Antonio de Marvao, Timothy Dawes, Declan O'Regan, Bernhard Kainz, Ben Glocker, Daniel Rueckert

* Published in IEEE Transactions on Medical Imaging (Aug 2017) 

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