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
Needles in Haystacks: On Classifying Tiny Objects in Large Images
Nick Pawlowski andSuvrat Bhooshan andNicolas Ballas andFrancesco Ciompi andBen Glocker andMichal Drozdzal , CoRR, volume abs/1908.06037, 2019
k-t {NEXT:} Dynamic {MR} Image Reconstruction Exploiting Spatio-TemporalCorrelations
Chen Qin andJo Schlemper andJinming Duan andGavin Seegoolam andAnthony Price andJoseph V. Hajnal 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.505–513, 2019
Evaluating reinforcement learning agents for anatomical landmark detection
Amir Alansary andOzan Oktay andYuanwei Li andLo"ic Le Folgoc andBenjamin Hou andGhislain Vaillant andKonstantinos Kamnitsas andAthanasios Vlontzos andBen Glocker andBernhard Kainz andDaniel Rueckert , Medical Image Anal., volume 53, pp.156–164, 2019
Flexible Conditional Image Generation of Missing Data with LearnedMental Maps
Benjamin Hou andAthanasios Vlontzos andAmir Alansary andDaniel Rueckert andBernhard Kainz , Machine Learning for Medical Image Reconstruction - Second InternationalWorkshop, MLMIR 2019, Held in Conjunction with MICCAI 2019, Shenzhen,China, October 17, 2019, Proceedings, volume 11905, pp.139–150, 2019
Data Efficient Unsupervised Domain Adaptation for Cross-Modality ImageSegmentation
Cheng Ouyang andKonstantinos Kamnitsas andCarlo Biffi andJinming Duan andDaniel Rueckert , CoRR, volume abs/1907.02766, 2019
Explainable Shape Analysis through Deep Hierarchical Generative Models:Application to Cardiac Remodeling
Carlo Biffi andJuan J. Cerrolaza andGiacomo Tarroni andWenjia Bai andOzan Oktay andLo"ic Le Folgoc andKonstantinos Kamnitsas andAntonio de Marvao andGeorgia Doumou andJinming Duan andSanjay K. Prasad andStuart A. Cook andDeclan P. O'Regan andDaniel Rueckert , CoRR, volume abs/1907.00058, 2019