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Miguel Ángel González Ballester

Researcher at Pompeu Fabra University

Publications -  218
Citations -  4320

Miguel Ángel González Ballester is an academic researcher from Pompeu Fabra University. The author has contributed to research in topics: Computer science & Segmentation. The author has an hindex of 25, co-authored 194 publications receiving 2913 citations. Previous affiliations of Miguel Ángel González Ballester include T-Systems & Catalan Institution for Research and Advanced Studies.

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Clustering of deformation modes for quantitative evaluation of statistical shape models

TL;DR: This work presents a technique to segment regions that present homogeneous or similar direction of deformation, in an effort to characterize and quantify results from factor analysis techniques.
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Automated anatomical labeling of a topologically variant abdominal arterial system via probabilistic hypergraph matching.

TL;DR: In this article, a hypergraph representation of the abdominal arterial system was defined as a family tree model with a probabilistic hypergraph matching framework for automated vessel labeling, and the authors treated the labelling problem as the convex optimization problem and solved it with the maximum a posteriori(MAP) combined the likelihood obtained by geometric labeling with the family tree topology-based knowledge.
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Unsupervised Segmentation of Fetal Brain MRI using Deep Learning Cascaded Registration

TL;DR: In this paper , a cascaded deep learning network is proposed for 3D image registration, which computes small, incremental deformations to the moving image to align it precisely with the fixed image.
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Pulmonary Nodule Malignancy Classification Using its Temporal Evolution with Two-Stream 3D Convolutional Neural Networks

TL;DR: A two-stream 3D convolutional neural network that predicts malignancy by jointly analyzing two pulmonary nodule volumes from the same patient taken at different time-points is proposed.
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Association of central obesity with unique cardiac remodelling in young adults born small for gestational age.

TL;DR: In this article , a perinatal cohort from a tertiary university hospital in Spain of young adults (30-40 years) randomly selected, 80 born SGA (birth weight below 10th centile) and 75 with normal birth weight (controls) was recruited.