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Dementia modelling

Deliverables

Webpage completion

Webpage. Establishment of a project webpage explaining the obtained scientific results in layman’s terms and scientific reports.

Recruitment completed

Recruitment completed

Publications

Robust training of recurrent neural networks to handle missing data for disease progression modeling

Author(s): Mostafa Mehdipour Ghazi, Mads Nielsen, Akshay Pai, M. Jorge Cardoso, Marc Modat, Sebastien Ourselin, Lauge Sørensen
Published in: 1st International Conference on Medical Imaging with Deep Learning (MIDL), 2018, ISSN 2331-8422

Simultaneous synthesis of FLAIR and segmentation of white matter hypointensities from T1 MRIs

Author(s): Mauricio Orbes-Arteaga, Lauge Sørensen, Marc Modat, M. Jorge Cardoso, Sébastien Ourselin, Mads Nielsen, Akshay Pai
Published in: 1st International conference on Medical Imaging with Deep Learning (MIDL), 2018, ISSN 2331-8422

Training recurrent neural networks robust to incomplete data: Application to Alzheimer’s disease progression modeling

Author(s): Mostafa Mehdipour Ghazi, Mads Nielsen, Akshay Pai, M. Jorge Cardoso, Marc Modat, Sébastien Ourselin, Lauge Sørensen
Published in: Medical Image Analysis, Issue 53, 2019, Page(s) 39-46, ISSN 1361-8415
DOI: 10.1016/j.media.2019.01.004

PADDIT: Probabilistic Augmentation of Data using Diffeomorphic Image Transformation

Author(s): Mauricio Orbes, Lauge Sørensen, Jorge Cardoso, Marc Modat, Sebastien Ourselin, Stefan Sommer, Mads Nielsen, Christian Igel, Akshay Pai
Published in: Medical Imaging 2019: Image Processing, 2019, Page(s) 27
DOI: 10.1117/12.2512520

Multi-domain Adaptation in Brain MRI Through Paired Consistency and Adversarial Learning

Author(s): Mauricio Orbes-Arteaga, Thomas Varsavsky, Carole H. Sudre, Zach Eaton-Rosen, Lewis J. Haddow, Lauge Sørensen, Mads Nielsen, Akshay Pai, Sébastien Ourselin, Marc Modat, Parashkev Nachev, M. Jorge Cardoso
Published in: Domain Adaptation and Representation Transfer and Medical Image Learning with Less Labels and Imperfect Data - First MICCAI Workshop, DART 2019, and First International Workshop, MIL3ID 2019, Shenzhen, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 13 and 17, 2019, Proceedings, Issue 11795, 2019, Page(s) 54-62
DOI: 10.1007/978-3-030-33391-1_7

Knowledge Distillation for Semi-supervised Domain Adaptation

Author(s): Mauricio Orbes-Arteainst, Jorge Cardoso, Lauge Sørensen, Christian Igel, Sebastien Ourselin, Marc Modat, Mads Nielsen, Akshay Pai
Published in: OR 2.0 Context-Aware Operating Theaters and Machine Learning in Clinical Neuroimaging - Second International Workshop, OR 2.0 2019, and Second International Workshop, MLCN 2019, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 13 and 17, 2019, Proceedings, Issue 11796, 2019, Page(s) 68-76
DOI: 10.1007/978-3-030-32695-1_8

On the Initialization of Long Short-Term Memory Networks

Author(s): Mostafa Mehdipour Ghazi, Mads Nielsen, Akshay Pai, Marc Modat, M. Jorge Cardoso, Sébastien Ourselin, Lauge Sørensen
Published in: Neural Information Processing - 26th International Conference, ICONIP 2019, Sydney, NSW, Australia, December 12–15, 2019, Proceedings, Part I, Issue 11953, 2019, Page(s) 275-286
DOI: 10.1007/978-3-030-36708-4_23