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Improved post-hoc probability calibration for out-of-domain MRI segmentation


Aug 04, 2022
Cheng Ouyang, Shuo Wang, Chen Chen, Zeju Li, Wenjia Bai, Bernhard Kainz, Daniel Rueckert

* Accepted for UNSURE workshop at MICCAI 2022 

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Placenta Segmentation in Ultrasound Imaging: Addressing Sources of Uncertainty and Limited Field-of-View


Jun 29, 2022
Veronika A. Zimmer, Alberto Gomez, Emily Skelton, Robert Wright, Gavin Wheeler, Shujie Deng, Nooshin Ghavami, Karen Lloyd, Jacqueline Matthew, Bernhard Kainz, Daniel Rueckert, Joseph V. Hajnal, Julia A. Schnabel

* 21 pages (18 + appendix), 13 figures (9 + appendix) 

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A Review of Causality for Learning Algorithms in Medical Image Analysis


Jun 11, 2022
Athanasios Vlontzos, Daniel Rueckert, Bernhard Kainz

* 12 pages 

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Is More Data All You Need? A Causal Exploration


Jun 06, 2022
Athanasios Vlontzos, Hadrien Reynaud, Bernhard Kainz

* 10 pages 

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D'ARTAGNAN: Counterfactual Video Generation


Jun 03, 2022
Hadrien Reynaud, Athanasios Vlontzos, Mischa Dombrowski, Ciarán Lee, Arian Beqiri, Paul Leeson, Bernhard Kainz

* Accepted for MICCAI 2022 

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CAS-Net: Conditional Atlas Generation and Brain Segmentation for Fetal MRI


May 17, 2022
Liu Li, Qiang Ma, Matthew Sinclair, Antonios Makropoulos, Joseph Hajnal, A. David Edwards, Bernhard Kainz, Daniel Rueckert, Amir Alansary


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CortexODE: Learning Cortical Surface Reconstruction by Neural ODEs


Feb 16, 2022
Qiang Ma, Liu Li, Emma C. Robinson, Bernhard Kainz, Daniel Rueckert, Amir Alansary

* Submitted to IEEE Transactions on Medical Imaging 

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Cross Modality 3D Navigation Using Reinforcement Learning and Neural Style Transfer


Nov 05, 2021
Cesare Magnetti, Hadrien Reynaud, Bernhard Kainz


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Uncertainty quantification in non-rigid image registration via stochastic gradient Markov chain Monte Carlo


Oct 25, 2021
Daniel Grzech, Mohammad Farid Azampour, Huaqi Qiu, Ben Glocker, Bernhard Kainz, Loïc Le Folgoc

* MELBA Special Issue: Uncertainty for Safe Utilization of Machine Learning in Medical Imaging (UNSURE) 2020 

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Self-Supervised Out-of-Distribution Detection and Localization with Natural Synthetic Anomalies (NSA)


Sep 30, 2021
Hannah M. Schlüter, Jeremy Tan, Benjamin Hou, Bernhard Kainz


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