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Mattias P. Heinrich

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Self-supervised Learning of Dense Hierarchical Representations for Medical Image Segmentation

Jan 12, 2024
Eytan Kats, Jochen G. Hirsch, Mattias P. Heinrich

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DG-TTA: Out-of-domain medical image segmentation through Domain Generalization and Test-Time Adaptation

Dec 22, 2023
Christian Weihsbach, Christian N. Kruse, Alexander Bigalke, Mattias P. Heinrich

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Shape Matters: Detecting Vertebral Fractures Using Differentiable Point-Based Shape Decoding

Dec 08, 2023
Hellena Hempe, Alexander Bigalke, Mattias P. Heinrich

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A denoised Mean Teacher for domain adaptive point cloud registration

Jul 04, 2023
Alexander Bigalke, Mattias P. Heinrich

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Unsupervised 3D registration through optimization-guided cyclical self-training

Jun 29, 2023
Alexander Bigalke, Lasse Hansen, Tony C. W. Mok, Mattias P. Heinrich

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Anatomy-guided domain adaptation for 3D in-bed human pose estimation

Nov 22, 2022
Alexander Bigalke, Lasse Hansen, Jasper Diesel, Carlotta Hennigs, Philipp Rostalski, Mattias P. Heinrich

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Adapting the Mean Teacher for keypoint-based lung registration under geometric domain shifts

Jul 01, 2022
Alexander Bigalke, Lasse Hansen, Mattias P. Heinrich

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

Feb 28, 2022
Mattias P. Heinrich, Lasse Hansen

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

Jan 08, 2022
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

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