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Explainable Shape Analysis through Deep Hierarchical Generative Models: Application to Cardiac Remodeling


Jun 28, 2019
Carlo Biffi, Juan J. Cerrolaza, Giacomo Tarroni, Wenjia Bai, Ozan Oktay, Loic Le Folgoc, Konstantinos Kamnitsas, Antonio de Marvao, Georgia Doumou, Jinming Duan, Sanjay K. Prasad, Stuart A. Cook, Declan P. O'Regan, Daniel Rueckert

* Submitted for review to IEEE Transactions on Medical Imaging 

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3D High-Resolution Cardiac Segmentation Reconstruction from 2D Views using Conditional Variational Autoencoders


Feb 28, 2019
Carlo Biffi, Juan J. Cerrolaza, Giacomo Tarroni, Antonio de Marvao, Stuart A. Cook, Declan P. O'Regan, Daniel Rueckert

* Accepted in IEEE International Symposium on Biomedical Imaging (ISBI 2019) 

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


Dec 20, 2018
Juan J. Cerrolaza, Mirella Lopez-Picazo, Ludovic Humbert, Yoshinobu Sato, Daniel Rueckert, Miguel Angel Gonzalez Ballester, Marius George Linguraru

* Paper under review 

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Standard Plane Detection in 3D Fetal Ultrasound Using an Iterative Transformation Network


Oct 07, 2018
Yuanwei Li, Bishesh Khanal, Benjamin Hou, Amir Alansary, Juan J. Cerrolaza, Matthew Sinclair, Jacqueline Matthew, Chandni Gupta, Caroline Knight, Bernhard Kainz, Daniel Rueckert

* LNCS 11070 (2018) 392-400 
* 8 pages, 2 figures, accepted for MICCAI 2018; Added link to source code 

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Fast Multiple Landmark Localisation Using a Patch-based Iterative Network


Oct 07, 2018
Yuanwei Li, Amir Alansary, Juan J. Cerrolaza, Bishesh Khanal, Matthew Sinclair, Jacqueline Matthew, Chandni Gupta, Caroline Knight, Bernhard Kainz, Daniel Rueckert

* LNCS 11070 (2018) 563-571 
* 8 pages, 4 figures, Accepted for MICCAI 2018 

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A Generic Approach to Lung Field Segmentation from Chest Radiographs using Deep Space and Shape Learning


Jul 11, 2018
Awais Mansoor, Juan J. Cerrolaza, Geovanny Perez, Elijah Biggs, Kazunori Okada, Gustavo Nino, Marius George Linguraru


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Partitioned Shape Modeling with On-the-Fly Sparse Appearance Learning for Anterior Visual Pathway Segmentation


Aug 05, 2015
Awais Mansoor, Juan J. Cerrolaza, Robert A. Avery, Marius G. Linguraru

* 8 pages; 4 figures 

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