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Voxelmorph++ Going beyond the cranial vault with keypoint supervision and multi-channel instance optimisation



Mattias P. Heinrich , Lasse Hansen

* 10 pages, accepted at WBIR 2022 

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CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwnannoma and Cochlea Segmentation



Reuben Dorent , Aaron Kujawa , Marina Ivory , Spyridon Bakas , Nicola Rieke , Samuel Joutard , Ben Glocker , Jorge Cardoso , Marc Modat , Kayhan Batmanghelich , Arseniy Belkov , Maria Baldeon Calisto , Jae Won Choi , Benoit M. Dawant , Hexin Dong , Sergio Escalera , Yubo Fan , Lasse Hansen , Mattias P. Heinrich , Smriti Joshi , Victoriya Kashtanova , Hyeon Gyu Kim , Satoshi Kondo , Christian N. Kruse , Susana K. Lai-Yuen , Hao Li , Han Liu , Buntheng Ly , Ipek Oguz , Hyungseob Shin , Boris Shirokikh , Zixian Su , Guotai Wang , Jianghao Wu , Yanwu Xu , Kai Yao , Li Zhang , Sebastien Ourselin , Jonathan Shapey , Tom Vercauteren

* Submitted to Medical Image Analysis 

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Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning



Alessa Hering , Lasse Hansen , Tony C. W. Mok , Albert C. S. Chung , Hanna Siebert , Stephanie Häger , Annkristin Lange , Sven Kuckertz , Stefan Heldmann , Wei Shao , Sulaiman Vesal , Mirabela Rusu , Geoffrey Sonn , Théo Estienne , Maria Vakalopoulou , Luyi Han , Yunzhi Huang , Mikael Brudfors , Yaël Balbastre , SamuelJ outard , Marc Modat , Gal Lifshitz , Dan Raviv , Jinxin Lv , Qiang Li , Vincent Jaouen , Dimitris Visvikis , Constance Fourcade , Mathieu Rubeaux , Wentao Pan , Zhe Xu , Bailiang Jian , Francesca De Benetti , Marek Wodzinski , Niklas Gunnarsson , Jens Sjölund , Huaqi Qiu , Zeju Li , Christoph Großbröhmer , Andrew Hoopes , Ingerid Reinertsen , Yiming Xiao , Bennett Landman , Yuankai Huo , Keelin Murphy , Nikolas Lessmann , Bram van Ginneken , Adrian V. Dalca , Mattias P. Heinrich


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Fast 3D registration with accurate optimisation and little learning for Learn2Reg 2021



Hanna Siebert , Lasse Hansen , Mattias P. Heinrich


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DaCy: A Unified Framework for Danish NLP



Kenneth Enevoldsen , Lasse Hansen , Kristoffer Nielbo

* 8 pages, 5 tables 

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Deep learning based geometric registration for medical images: How accurate can we get without visual features?



Lasse Hansen , Mattias P. Heinrich

* accepted at IPMI 2021 

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Unsupervised learning of multimodal image registration using domain adaptation with projected Earth Move's discrepancies



Mattias P Heinrich , Lasse Hansen

* Medical Imaging with Deep Learning (accepted short paper) https://openreview.net/forum?id=wbZM-DcJB9 

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Tackling the Problem of Large Deformations in Deep Learning Based Medical Image Registration Using Displacement Embeddings



Lasse Hansen , Mattias P. Heinrich


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Learning Deformable Point Set Registration with Regularized Dynamic Graph CNNs for Large Lung Motion in COPD Patients



Lasse Hansen , Doris Dittmer , Mattias P. Heinrich

* accepted for MICCAI 2019 Workshop Graph Learning in Medical Imaging 

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