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
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
Interpretability of Machine Intelligence in Medical Image Computingand Multimodal Learning for Clinical Decision Support - Second InternationalWorkshop, iMIMIC 2019, and 9th International Workshop, {ML-CDS} 2019,Held in Conjunction with {MICCAI} 2019, Shenzhen, China, October 17,2019, Proceedings
@author@ , volume 11797, 2019
Automatic Detection of Bowel Disease with Residual Networks
Robert Holland andUday Patel andPhillip Lung andElisa Chotzoglou andBernhard Kainz , CoRR, volume abs/1909.00276, 2019
Computational anatomy for multi-organ analysis in medical imaging:{A} review
Juan J. Cerrolaza andMirella L'opez Picazo andLudovic Humbert andYoshinobu Sato andDaniel Rueckert andMiguel 'Angel Gonz'alez Ballester andMarius George Linguraru , Medical Image Anal., volume 56, pp.44–67, 2019
Machine Learning with Multi-Site Imaging Data: An Empirical Studyon the Impact of Scanner Effects
Ben Glocker andRobert Robinson andDaniel C. Castro andQi Dou andEnder Konukoglu , CoRR, volume abs/1910.04597, 2019
Data Efficient Unsupervised Domain Adaptation For Cross-modality ImageSegmentation
Cheng Ouyang andKonstantinos Kamnitsas andCarlo Biffi andJinming Duan 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.669–677, 2019