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
Universal Adversarial Perturbations to Understand Robustness of Texturevs. Shape-biased Training
Kenneth T. Co andLuis Mu~noz-Gonz'alez andLeslie Kanthan andBen Glocker andEmil C. Lupu , CoRR, volume abs/1911.10364, 2019
Meta-Weighted Gaussian Process Experts for Personalized Forecastingof {AD} Cognitive Changes
Ognjen (Oggi) Rudovic andYuria Utsumi andRicardo Guerrero andKelly Peterson andDaniel Rueckert andRosalind W. Picard , Proceedings of the Machine Learning for Healthcare Conference, MLHC2019, 9-10 August 2019, Ann Arbor, Michigan, USA, volume 106, pp.181–196, 2019
Transfer Learning from Partial Annotations for Whole Brain Segmentation
Chengliang Dai andYuanhan Mo andElsa D. Angelini andYike Guo andWenjia Bai , Domain Adaptation and Representation Transfer and Medical Image Learningwith Less Labels and Imperfect Data - First MICCAI Workshop, DART2019, and First International Workshop, MIL3ID 2019, Shenzhen, Heldin Conjunction with MICCAI 2019, Shenzhen, China, October 13 and17, 2019, Proceedings, volume 11795, pp.199–206, 2019
Graph Convolutional Gaussian Processes
Ian Walker andBen Glocker , Proceedings of the 36th International Conference on Machine Learning,ICML 2019, 9-15 June 2019, Long Beach, California, USA, volume 97, pp.6495–6504, 2019
Complete Fetal Head Compounding from Multi-view 3D Ultrasound
Robert Wright andNicolas Toussaint andAlberto G'omez andVeronika A. M. Zimmer andBishesh Khanal andJacqueline Matthew andEmily Skelton andBernhard Kainz andDaniel Rueckert andJoseph V. Hajnal andJulia A. Schnabel , Medical Image Computing and Computer Assisted Intervention - MICCAI2019 - 22nd International Conference, Shenzhen, China, October 13-17,2019, Proceedings, Part III, volume 11766, pp.384–392, 2019
dAUTOMAP: decomposing {AUTOMAP} to achieve scalability and enhanceperformance
Jo Schlemper andIlkay "Oks"uz andJames R. Clough andJinming Duan andAndrew P. King andJulia A. Schnabel andJoseph V. Hajnal andDaniel Rueckert , CoRR, volume abs/1909.10995, 2019