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Geometric Deep Learning for Post-Menstrual Age Prediction based on the Neonatal White Matter Cortical Surface
Accurate estimation of the age in neonates is essential for measuring ne...
08/13/2020 ∙ by Vitalis Vosylius, et al. ∙
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Stochastic Segmentation Networks: Modelling Spatially Correlated Aleatoric Uncertainty
In image segmentation, there is often more than one plausible solution f...
06/10/2020 ∙ by Miguel Monteiro, et al. ∙
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Explainable Shape Analysis through Deep Hierarchical Generative Models: Application to Cardiac Remodeling
Quantification of anatomical shape changes still relies on scalar global...
06/28/2019 ∙ by Carlo Biffi, et al. ∙
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Controlling Meshes via Curvature: Spin Transformations for Pose-Invariant Shape Processing
We investigate discrete spin transformations, a geometric framework to m...
03/06/2019 ∙ by Loic Le Folgoc, et al. ∙
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FastReg: Fast Non-Rigid Registration via Accelerated Optimisation on the Manifold of Diffeomorphisms
We present a new approach to diffeomorphic non-rigid registration of med...
03/05/2019 ∙ by Daniel Grzech, et al. ∙
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Automatic View Planning with Multi-scale Deep Reinforcement Learning Agents
We propose a fully automatic method to find standardized view planes in ...
06/08/2018 ∙ by Amir Alansary, et al. ∙
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Semi-Supervised Learning via Compact Latent Space Clustering
We present a novel cost function for semi-supervised learning of neural ...
06/07/2018 ∙ by Konstantinos Kamnitsas, et al. ∙
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Attention U-Net: Learning Where to Look for the Pancreas
We propose a novel attention gate (AG) model for medical imaging that au...
04/11/2018 ∙ by Ozan Oktay, et al. ∙
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