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A comparison of automatic multi-tissue segmentation methods of the human fetal brain using the FeTA Dataset

Oct 29, 2020
Kelly Payette, Priscille de Dumast, Hamza Kebiri, Ivan Ezhov, Johannes C. Paetzold, Suprosanna Shit, Asim Iqbal, Romesa Khan, Raimund Kottke, Patrice Grehten, Hui Ji, Levente Lanczi, Marianna Nagy, Monika Beresova, Thi Dao Nguyen, Giancarlo Natalucci, Theofanis Karayannis, Bjoern Menze, Meritxell Bach Cuadra, Andras Jakab

* Paper currently under review 

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A distance-based loss for smooth and continuous skin layer segmentation in optoacoustic images

Jul 10, 2020
Stefan Gerl, Johannes C. Paetzold, Hailong He, Ivan Ezhov, Suprosanna Shit, Florian Kofler, Amirhossein Bayat, Giles Tetteh, Vasilis Ntziachristos, Bjoern Menze

* Accepted at International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) 2020 

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Red-GAN: Attacking class imbalance via conditioned generation. Yet another medical imaging perspective

Apr 30, 2020
Ahmad B Qasim, Ivan Ezhov, Suprosanna Shit, Oliver Schoppe, Johannes C Paetzold, Anjany Sekuboyina, Florian Kofler, Jana Lipkova, Hongwei Li, Bjoern Menze


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clDice -- a Topology-Preserving Loss Function for Tubular Structure Segmentation

Mar 29, 2020
Suprosanna Shit, Johannes C. Paetzold, Anjany Sekuboyina, Andrey Zhylka, Ivan Ezhov, Alexander Unger, Josien P. W. Pluim, Giles Tetteh, Bjoern H. Menze

* * The authors Suprosanna Shit and Johannes C. Paetzold contributed equally to the work 

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Implicit Neural Solver for Time-dependent Linear PDEs with Convergence Guarantee

Oct 09, 2019
Suprosanna Shit, Abinav Ravi Venkatakrishnan, Ivan Ezhov, Jana Lipkova, Marie Piraud, Bjoern Menze

* Accepted in NeurIPS 2019 Workshop on Machine Learning with Guarantees 

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Shape-Aware Complementary-Task Learning for Multi-Organ Segmentation

Aug 14, 2019
Fernando Navarro, Suprosanna Shit, Ivan Ezhov, Johannes Paetzold, Andrei Gafita, Jan Peeken, Stephanie Combs, Bjoern Menze

* Accepted in MLMI Workshop 2019 MICCAI 

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Neural parameters estimation for brain tumor growth modeling

Jul 01, 2019
Ivan Ezhov, Jana Lipkova, Suprosanna Shit, Florian Kofler, Nore Collomb, Benjamin Lemasson, Emmanuel Barbier, Bjoern Menze


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