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
Self-Supervised Learning for Cardiac {MR} Image Segmentation by AnatomicalPosition Prediction
Wenjia Bai andChen Chen andGiacomo Tarroni andJinming Duan andFlorian Guitton andSteffen E. Petersen andYike Guo andPaul M. Matthews andDaniel Rueckert , CoRR, volume abs/1907.02757, 2019
Controlling Meshes via Curvature: Spin Transformations for Pose-InvariantShape Processing
Lo"ic Le Folgoc andDaniel C. Castro andJeremy Tan andBishesh Khanal andKonstantinos Kamnitsas andIan Walker andAmir Alansary andBen Glocker , CoRR, volume abs/1903.02429, 2019
A Survey on Active Learning and Human-in-the-Loop Deep Learning forMedical Image Analysis
Samuel Budd andEmma C. Robinson andBernhard Kainz , CoRR, volume abs/1910.02923, 2019
Automated processing pipeline for neonatal diffusion {MRI} in thedeveloping Human Connectome Project
Matteo Bastiani andJesper L. R. Andersson andLucilio Cordero-Grande andMaria Murgasova andJana Hutter andAnthony N. Price andAntonios Makropoulos andSean P. Fitzgibbon andEmer J. Hughes andDaniel Rueckert andSuresh Victor andMary A. Rutherford andA. David Edwards andStephen M. Smith andJacques-Donald Tournier andJoseph V. Hajnal andSa^ad Jbabdi andStamatios N. Sotiropoulos , NeuroImage, volume 185, pp.750–763, 2019
Matteo Bastiani andJesper L. R. Andersson andLucilio Cordero-Grande andMaria Murgasova andJana Hutter andAnthony N. Price andAntonios Makropoulos andSean P. Fitzgibbon andEmer J. Hughes andDaniel Rueckert andSuresh Victor andMary A. Rutherford andA. David Edwards andStephen M. Smith andJacques-Donald Tournier andJoseph V. Hajnal andSa^ad Jbabdi andStamatios N. Sotiropoulos
Domain Generalization via Model-Agnostic Learning of Semantic Features
Qi Dou andDaniel Coelho de Castro andKonstantinos Kamnitsas andBen Glocker , CoRR, volume abs/1910.13580, 2019
Exploiting Motion for Deep Learning Reconstruction of Extremely-UndersampledDynamic {MRI}
Gavin Seegoolam andJo Schlemper andChen Qin 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 IV, volume 11767, pp.704–712, 2019