Publications
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
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
Weakly Supervised Estimation of Shadow Confidence Maps in Fetal UltrasoundImaging
Qingjie Meng andJames Housden andJacqueline Matthew andDaniel Rueckert andJulia A. Schnabel andBernhard Kainz andMatthew Sinclair andVeronika A. Zimmer andBenjamin Hou andMartin Rajchl andNicolas Toussaint andOzan Oktay andJo Schlemper andAlberto G'omez , IEEE Trans. Med. Imaging, volume 38, pp.2755–2767, 2019
Unsupervised Deformable Registration for Multi-Modal Images via DisentangledRepresentations
Chen Qin andBibo Shi andRui Liao andTommaso Mansi andDaniel Rueckert andAli Kamen , CoRR, volume abs/1903.09331, 2019
VS-Net: Variable Splitting Network for Accelerated Parallel {MRI}Reconstruction
Jinming Duan andJo Schlemper andChen Qin andCheng Ouyang andWenjia Bai andCarlo Biffi andGhalib Bello andBen Statton andDeclan P. O'Regan 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.713–722, 2019
Overfitting of Neural Nets Under Class Imbalance: Analysis and Improvementsfor Segmentation
Zeju Li andKonstantinos Kamnitsas andBen Glocker , Medical Image Computing and Computer Assisted Intervention - MICCAI2019 - 22nd International Conference, Shenzhen, China, October 13-17,2019, Proceedings, Part III, volume 11766, pp.402–410, 2019
Representation Disentanglement for Multi-task Learning with applicationto Fetal Ultrasound
Qingjie Meng andNick Pawlowski andDaniel Rueckert andBernhard Kainz , CoRR, volume abs/1908.07885, 2019
{(Sigma)}-net: Systematic Evaluation of Iterative Deep Neural Networksfor Fast Parallel {MR} Image Reconstruction
Kerstin Hammernik andJo Schlemper andChen Qin andJinming Duan andRonald M. Summers andDaniel Rueckert , CoRR, volume abs/1912.09278, 2019