Publications
Learning Cross-domain Generalizable Features by Representation Disentanglement
Qingjie Meng andDaniel Rueckert andBernhard Kainz , CoRR, volume abs/2003.00321, 2020
Limited One-time Sampling Irregularity Map {(LOTS-IM)} for AutomaticUnsupervised Assessment of White Matter Hyperintensities and MultipleSclerosis Lesions in Structural Brain Magnetic Resonance Images
Muhammad Febrian Rachmadi andMaria del C. Vald'es Hern'andez andHongwei Li andRicardo Guerrero andRozanna Meijboom andStewart Wiseman andAdam Waldman andJianguo Zhang andDaniel Rueckert andJoanna M. Wardlaw andTaku Komura , Comput. Medical Imaging Graph., volume 79, pp.101685, 2020
Unpaired Multi-modal Segmentation via Knowledge Distillation
Qi Dou andQuande Liu andPheng-Ann Heng andBen Glocker , CoRR, volume abs/2001.03111, 2020
Model-Based and Data-Driven Strategies in Medical Image Computing
Daniel Rueckert andJulia A. Schnabel , Proceedings of the IEEE, volume 108, pp.110–124, 2020
Special Issue on Machine Vision
Tae-Kyun Kim andStefanos Zafeiriou andBen Glocker andStefan Leutenegger , Int. J. Comput. Vis., volume 127, pp.1611–1613, 2019
Exploring the Relationship Between Segmentation Uncertainty, SegmentationPerformance and Inter-observer Variability with Probabilistic Networks
Elisa Chotzoglou andBernhard Kainz , Large-Scale Annotation of Biomedical Data and Expert Label Synthesisand Hardware Aware Learning for Medical Imaging and Computer AssistedIntervention - International Workshops, LABELS 2019, HAL-MICCAI2019, and CuRIOUS 2019, Held in Conjunction with MICCAI 2019, Shenzhen,China, October 13 and 17, 2019, Proceedings, volume 11851, pp.51–60, 2019
Detection and Correction of Cardiac {MR} Motion Artefacts during Reconstructionfrom K-space
Ilkay "Oks"uz andJames R. Clough andBram Ruijsink andEsther Puyol-Ant'on andAur'elien Bustin andGastao Cruz andClaudia Prieto andDaniel Rueckert andAndrew P. King andJulia A. Schnabel , CoRR, volume abs/1906.05695, 2019
Automated Quality Control in Image Segmentation: Application to the{UK} Biobank Cardiac {MR} Imaging Study
Robert Robinson andVanya V. Valindria andWenjia Bai andOzan Oktay andBernhard Kainz andHideaki Suzuki andMihir M. Sanghvi andNay Aung andJos'e Miguel Paiva andFilip Zemrak andKenneth Fung andElena Lukaschuk andAaron M. Lee andValentina Carapella andYoung Jin Kim andStefan K. Piechnik andStefan Neubauer andSteffen E. Petersen andChris Page andPaul M. Matthews andDaniel Rueckert andBen Glocker , CoRR, volume abs/1901.09351, 2019
Robert Robinson andVanya V. Valindria andWenjia Bai andOzan Oktay andBernhard Kainz andHideaki Suzuki andMihir M. Sanghvi andNay Aung andJos'e Miguel Paiva andFilip Zemrak andKenneth Fung andElena Lukaschuk andAaron M. Lee andValentina Carapella andYoung Jin Kim andStefan K. Piechnik andStefan Neubauer andSteffen E. Petersen andChris Page andPaul M. Matthews andDaniel Rueckert andBen Glocker
Domain Generalization via Model-Agnostic Learning of Semantic Features
Qi Dou andDaniel Coelho de Castro andKonstantinos Kamnitsas andBen Glocker , Advances in Neural Information Processing Systems 32: Annual Conferenceon Neural Information Processing Systems 2019, NeurIPS 2019, 8-14December 2019, Vancouver, BC, Canada, pp.6447–6458, 2019
Semi-supervised Learning of Fetal Anatomy from Ultrasound
Jeremy Tan andAnselm Au andQingjie Meng andBernhard Kainz , CoRR, volume abs/1908.11624, 2019