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Complementary Time-Frequency Domain Networks for Dynamic Parallel MR Image Reconstruction


Dec 22, 2020
Chen Qin, Jinming Duan, Kerstin Hammernik, Jo Schlemper, Thomas Küstner, René Botnar, Claudia Prieto, Anthony N. Price, Joseph V. Hajnal, Daniel Rueckert

* In submission 

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Deep Network Interpolation for Accelerated Parallel MR Image Reconstruction


Jul 12, 2020
Chen Qin, Jo Schlemper, Kerstin Hammernik, Jinming Duan, Ronald M Summers, Daniel Rueckert

* Presented at 2020 ISMRM Conference & Exhibition (Abstract #4958) 

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$Σ$-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image Reconstruction


Dec 18, 2019
Kerstin Hammernik, Jo Schlemper, Chen Qin, Jinming Duan, Ronald M. Summers, Daniel Rueckert

* Submitted to Magnetic Resonance in Medicine 

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$Σ$-net: Ensembled Iterative Deep Neural Networks for Accelerated Parallel MR Image Reconstruction


Dec 11, 2019
Jo Schlemper, Chen Qin, Jinming Duan, Ronald M. Summers, Kerstin Hammernik

* fastMRI challenge submission (team: holykspace) 

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Data consistency networks for (calibration-less) accelerated parallel MR image reconstruction


Sep 25, 2019
Jo Schlemper, Jinming Duan, Cheng Ouyang, Chen Qin, Jose Caballero, Joseph V. Hajnal, Daniel Rueckert

* Presented at ISMRM 27th Annual Meeting & Exhibition (Abstract #4663) 

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dAUTOMAP: decomposing AUTOMAP to achieve scalability and enhance performance


Sep 25, 2019
Jo Schlemper, Ilkay Oksuz, James R. Clough, Jinming Duan, Andrew P. King, Julia A. Schnabel, Joseph V. Hajnal, Daniel Rueckert

* Presented at ISMRM 27th Annual Meeting & Exhibition (Abstract #658) 

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Unsupervised Multi-modal Style Transfer for Cardiac MR Segmentation


Aug 21, 2019
Chen Chen, Cheng Ouyang, Giacomo Tarroni, Jo Schlemper, Huaqi Qiu, Wenjia Bai, Daniel Rueckert

* Accepted at STACOM 2019 held in conjunction with MICCAI 2019 

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Joint Motion Estimation and Segmentation from Undersampled Cardiac MR Image


Aug 20, 2019
Chen Qin, Wenjia Bai, Jo Schlemper, Steffen E. Petersen, Stefan K. Piechnik, Stefan Neubauer, Daniel Rueckert

* This work is published at MLMIR 2018: Machine Learning for Medical Image Reconstruction 

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k-t NEXT: Dynamic MR Image Reconstruction Exploiting Spatio-temporal Correlations


Jul 22, 2019
Chen Qin, Jo Schlemper, Jinming Duan, Gavin Seegoolam, Anthony Price, Joseph Hajnal, Daniel Rueckert

* This paper is accepted by MICCAI 2019 

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VS-Net: Variable splitting network for accelerated parallel MRI reconstruction


Jul 19, 2019
Jinming Duan, Jo Schlemper, Chen Qin, Cheng Ouyang, Wenjia Bai, Carlo Biffi, Ghalib Bello, Ben Statton, Declan P O'Regan, Daniel Rueckert

* Accepted by MICCAI 2019 

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Deep Hashing using Entropy Regularised Product Quantisation Network


Feb 11, 2019
Jo Schlemper, Jose Caballero, Andy Aitken, Joost van Amersfoort


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Generalising Deep Learning MRI Reconstruction across Different Domains


Jan 31, 2019
Cheng Ouyang, Jo Schlemper, Carlo Biffi, Gavin Seegoolam, Jose Caballero, Anthony N. Price, Joseph V. Hajnal, Daniel Rueckert

* Accepted for ISBI2019 as a 1-page abstract 

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Convolutional Recurrent Neural Networks for Dynamic MR Image Reconstruction


Oct 14, 2018
Chen Qin, Jo Schlemper, Jose Caballero, Anthony Price, Joseph V. Hajnal, Daniel Rueckert

* Published in IEEE Transactions on Medical Imaging 

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Automatic 3D bi-ventricular segmentation of cardiac images by a shape-constrained multi-task deep learning approach


Aug 28, 2018
Jinming Duan, Ghalib Bello, Jo Schlemper, Wenjia Bai, Timothy J W Dawes, Carlo Biffi, Antonio de Marvao, Georgia Doumou, Declan P O'Regan, Daniel Rueckert


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Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images


Aug 22, 2018
Jo Schlemper, Ozan Oktay, Michiel Schaap, Mattias Heinrich, Bernhard Kainz, Ben Glocker, Daniel Rueckert

* Submitted to Medical Image Analysis (Special Issue on Medical Imaging with Deep Learning). arXiv admin note: substantial text overlap with arXiv:1804.03999, arXiv:1804.05338 

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Deep nested level sets: Fully automated segmentation of cardiac MR images in patients with pulmonary hypertension


Jul 27, 2018
Jinming Duan, Jo Schlemper, Wenjia Bai, Timothy J W Dawes, Ghalib Bello, Georgia Doumou, Antonio De Marvao, Declan P O'Regan, Daniel Rueckert


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Adversarial and Perceptual Refinement for Compressed Sensing MRI Reconstruction


Jun 28, 2018
Maximilian Seitzer, Guang Yang, Jo Schlemper, Ozan Oktay, Tobias Würfl, Vincent Christlein, Tom Wong, Raad Mohiaddin, David Firmin, Jennifer Keegan, Daniel Rueckert, Andreas Maier

* To be published at MICCAI 2018 

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Joint Learning of Motion Estimation and Segmentation for Cardiac MR Image Sequences


Jun 11, 2018
Chen Qin, Wenjia Bai, Jo Schlemper, Steffen E. Petersen, Stefan K. Piechnik, Stefan Neubauer, Daniel Rueckert

* accepted by MICCAI 2018 

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Stochastic Deep Compressive Sensing for the Reconstruction of Diffusion Tensor Cardiac MRI


May 30, 2018
Jo Schlemper, Guang Yang, Pedro Ferreira, Andrew Scott, Laura-Ann McGill, Zohya Khalique, Margarita Gorodezky, Malte Roehl, Jennifer Keegan, Dudley Pennell, David Firmin, Daniel Rueckert

* Accepted for MICCAI 2018 

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Attention U-Net: Learning Where to Look for the Pancreas


May 20, 2018
Ozan Oktay, Jo Schlemper, Loic Le Folgoc, Matthew Lee, Mattias Heinrich, Kazunari Misawa, Kensaku Mori, Steven McDonagh, Nils Y Hammerla, Bernhard Kainz, Ben Glocker, Daniel Rueckert

* Accepted to published in MIDL'18 (Revised Version) / OpenReview link: https://openreview.net/forum?id=Skft7cijM 

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Attention-Gated Networks for Improving Ultrasound Scan Plane Detection


Apr 15, 2018
Jo Schlemper, Ozan Oktay, Liang Chen, Jacqueline Matthew, Caroline Knight, Bernhard Kainz, Ben Glocker, Daniel Rueckert

* Submitted to MIDL2018 (OpenReview: https://openreview.net/forum?id=BJtn7-3sM

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A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction


Nov 23, 2017
Jo Schlemper, Jose Caballero, Joseph V. Hajnal, Anthony Price, Daniel Rueckert

* To be published in IEEE Transactions on Medical Imaging 

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A Deep Cascade of Convolutional Neural Networks for MR Image Reconstruction


Mar 01, 2017
Jo Schlemper, Jose Caballero, Joseph V. Hajnal, Anthony Price, Daniel Rueckert


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