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
Generalising Deep Learning {MRI} Reconstruction across Different Domains
Cheng Ouyang andJo Schlemper andCarlo Biffi andGavin Seegoolam andJose Caballero andAnthony N. Price andJoseph V. Hajnal andDaniel Rueckert , CoRR, volume abs/1902.10815, 2019
Data consistency networks for (calibration-less) accelerated parallel{MR} image reconstruction
Jo Schlemper andJinming Duan andCheng Ouyang andChen Qin andJose Caballero andJoseph V. Hajnal andDaniel Rueckert , CoRR, volume abs/1909.11795, 2019
Learning Shape Priors for Robust Cardiac {MR} Segmentation from Multi-viewImages
Chen Chen andCarlo Biffi andGiacomo Tarroni andSteffen E. Petersen andWenjia Bai andDaniel Rueckert , Medical Image Computing and Computer Assisted Intervention - MICCAI2019 - 22nd International Conference, Shenzhen, China, October 13-17,2019, Proceedings, Part II, volume 11765, pp.523–531, 2019
Image-and-Spatial Transformer Networks for Structure-Guided ImageRegistration
Matthew C. H. Lee andOzan Oktay andAndreas Schuh andMichiel Schaap andBen Glocker , Medical Image Computing and Computer Assisted Intervention - MICCAI2019 - 22nd International Conference, Shenzhen, China, October 13-17,2019, Proceedings, Part II, volume 11765, pp.337–345, 2019
Multiple Landmark Detection using Multi-Agent Reinforcement Learning
Athanasios Vlontzos andAmir Alansary andKonstantinos Kamnitsas andDaniel Rueckert andBernhard Kainz , CoRR, volume abs/1907.00318, 2019
Assessing the Impact of Blood Pressure on Cardiac Function Using InterpretableBiomarkers and Variational Autoencoders
Esther Puyol-Ant'on andBram Ruijsink andJames R. Clough andIlkay "Oks"uz andDaniel Rueckert andReza Razavi andAndrew P. King , Statistical Atlases and Computational Models of the Heart. Multi-SequenceCMR Segmentation, CRT-EPiggy and LV Full Quantification Challenges- 10th International Workshop, STACOM 2019, Held in Conjunctionwith MICCAI 2019, Shenzhen, China, October 13, 2019, Revised SelectedPapers, volume 12009, pp.22–30, 2019