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Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis



Nicolás Gaggion , Lucas Mansilla , Candelaria Mosquera , Diego H. Milone , Enzo Ferrante

* Source code at https://github.com/ngaggion/HybridGNet 

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SUD: Supervision by Denoising for Medical Image Segmentation



Sean I. Young , Adrian V. Dalca , Enzo Ferrante , Polina Golland , Bruce Fischl , Juan Eugenio Iglesias

* Author's manuscript for IEEE Trans. Pattern Anal. Mach. Intell 

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Understanding the impact of class imbalance on the performance of chest x-ray image classifiers



Candelaria Mosquera , Luciana Ferrer , Diego Milone , Daniel Luna , Enzo Ferrante


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Maximum Entropy on Erroneous Predictions (MEEP): Improving model calibration for medical image segmentation



Agostina Larrazabal , Cesar Martinez , Jose Dolz , Enzo Ferrante


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Domain Generalization via Gradient Surgery



Lucas Mansilla , Rodrigo Echeveste , Diego H. Milone , Enzo Ferrante

* Accepted for publication at ICCV 2021 

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Hybrid graph convolutional neural networks for landmark-based anatomical segmentation



Nicolás Gaggion , Lucas Mansilla , Diego Milone , Enzo Ferrante

* Accepted for publication at MICCAI 2021 

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Orthogonal Ensemble Networks for Biomedical Image Segmentation



Agostina J. Larrazabal , CĂ©sar MartĂ­nez , Jose Dolz , Enzo Ferrante

* Accepted for publication at MICCAI 2021 

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Cranial Implant Design via Virtual Craniectomy with Shape Priors



Franco Matzkin , Virginia Newcombe , Ben Glocker , Enzo Ferrante


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Unsupervised Domain Adaptation via CycleGAN for White Matter Hyperintensity Segmentation in Multicenter MR Images



Julian Alberto Palladino , Diego Fernandez Slezak , Enzo Ferrante

* Accepted for publication in the International Seminar on Medical Information Processing and Analysis (SIPAIM 2020) 

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



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

* Accepted for publication in MICCAI 2020. Update: Figure 1 corrected to match description 

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