Dementia modelling

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

Recruitment completed

Publications

MRI Biomarkers Improve Disease Progression Modeling-Based Prediction of Cognitive Decline

Auteurs: Mostafa Mehdipour Ghazi, Mads Nielsen, Akshay Pai, Marc Modat, M. Jorge Cardoso, Sébastien Ourselin, Lauge Sørensen
Publié dans: Proceedings of the RSNA, 2019
Éditeur: NA

Lesion-wise evaluation for effective performance monitoring of small object segmentation

Auteurs: Irme Groothuis, Carole Sudre, Silvia Ingala, Jo Barnes, Juan D.G. Lopez, Akshay Pai, Lauge Sørensen, Mads Nielsen, Sebastien Ourselin, Jorge M. Cardoso, Frederik Barkhof, Marc Modat
Publié dans: SPIE Medical Imaging, 2021
Éditeur: SPIE

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

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

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

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

PADDIT: Probabilistic Augmentation of Data using Diffeomorphic Image Transformation

Auteurs: Mauricio Orbes, Lauge Sørensen, Jorge Cardoso, Marc Modat, Sebastien Ourselin, Stefan Sommer, Mads Nielsen, Christian Igel, Akshay Pai
Publié dans: Medical Imaging 2019: Image Processing, 2019, Page(s) 27, ISBN 9781-510625464
Éditeur: SPIE
DOI: 10.1117/12.2512520

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

Auteurs: 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
Publié dans: 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, Numéro 11795, 2019, Page(s) 54-62, ISBN 978-3-030-33390-4
Éditeur: Springer International Publishing
DOI: 10.1007/978-3-030-33391-1_7

Knowledge Distillation for Semi-supervised Domain Adaptation

Auteurs: Mauricio Orbes-Arteainst, Jorge Cardoso, Lauge Sørensen, Christian Igel, Sebastien Ourselin, Marc Modat, Mads Nielsen, Akshay Pai
Publié dans: 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, Numéro 11796, 2019, Page(s) 68-76, ISBN 978-3-030-32694-4
Éditeur: Springer International Publishing
DOI: 10.1007/978-3-030-32695-1_8

On the Initialization of Long Short-Term Memory Networks

Auteurs: Mostafa Mehdipour Ghazi, Mads Nielsen, Akshay Pai, Marc Modat, M. Jorge Cardoso, Sébastien Ourselin, Lauge Sørensen
Publié dans: Neural Information Processing - 26th International Conference, ICONIP 2019, Sydney, NSW, Australia, December 12–15, 2019, Proceedings, Part I, Numéro 11953, 2019, Page(s) 275-286, ISBN 978-3-030-36707-7
Éditeur: Springer International Publishing
DOI: 10.1007/978-3-030-36708-4_23

Robust parametric modeling of Alzheimer’s disease progression

Auteurs: Mostafa Mehdipour Ghazi, Mads Nielsen, Akshay Pai, Marc Modat, M. Jorge Cardoso, Sébastien Ourselin, Lauge Sørensen
Publié dans: NeuroImage, 2020, Page(s) 117460, ISSN 1053-8119
Éditeur: Academic Press
DOI: 10.1016/j.neuroimage.2020.117460

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

Auteurs: Mostafa Mehdipour Ghazi, Mads Nielsen, Akshay Pai, M. Jorge Cardoso, Marc Modat, Sébastien Ourselin, Lauge Sørensen
Publié dans: Medical Image Analysis, Numéro 53, 2019, Page(s) 39-46, ISSN 1361-8415
Éditeur: Elsevier BV
DOI: 10.1016/j.media.2019.01.004

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