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Analysing the effectiveness of a generative model for semi-supervised medical image segmentation


Nov 03, 2022
Margherita Rosnati, Fabio De Sousa Ribeiro, Miguel Monteiro, Daniel Coelho de Castro, Ben Glocker

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* Accepted at ML4H 2022 

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A Comparative Study of Graph Neural Networks for Shape Classification in Neuroimaging


Oct 29, 2022
Nairouz Shehata, Wulfie Bain, Ben Glocker

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* Accepted at GeoMedIA Workshop 2022 (Proceedings of Machine Learning Research). Code available on https://github.com/biomedia-mira/medmesh 

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Visual Debates


Oct 17, 2022
Avinash Kori, Ben Glocker, Francesca Toni

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Frequency Dropout: Feature-Level Regularization via Randomized Filtering


Sep 20, 2022
Mobarakol Islam, Ben Glocker

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* 15 pages 

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Risk of Bias in Chest X-ray Foundation Models


Sep 07, 2022
Ben Glocker, Charles Jones, Melanie Bernhardt, Stefan Winzeck

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* Code available under https://github.com/biomedia-mira/chexploration 

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Deep Structural Causal Shape Models


Aug 23, 2022
Rajat Rasal, Daniel C. Castro, Nick Pawlowski, Ben Glocker

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* Accepted in 2nd Causality in Vision Workshop at ECCV 2022 

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Evaluation of 3D GANs for Lung Tissue Modelling in Pulmonary CT


Aug 17, 2022
Sam Ellis, Octavio E. Martinez Manzanera, Vasileios Baltatzis, Ibrahim Nawaz, Arjun Nair, Loïc Le Folgoc, Sujal Desai, Ben Glocker, Julia A. Schnabel

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* Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://www.melba-journal.org/papers/2022:024.html 

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Automatic lesion analysis for increased efficiency in outcome prediction of traumatic brain injury


Aug 08, 2022
Margherita Rosnati, Eyal Soreq, Miguel Monteiro, Lucia Li, Neil S. N. Graham, Karl Zimmerman, Carlotta Rossi, Greta Carrara, Guido Bertolini, David J. Sharp, Ben Glocker

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* Accepted at MLCN MICCAI 2022 workshop 

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Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores


Jul 20, 2022
Zeju Li, Konstantinos Kamnitsas, Mobarakol Islam, Chen Chen, Ben Glocker

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* Accepted at MICCAI 2022 

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Vector Quantisation for Robust Segmentation


Jul 05, 2022
Ainkaran Santhirasekaram, Avinash Kori, Mathias Winkler, Andrea Rockall, Ben Glocker

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