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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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Bi-Classifier Determinacy Maximization for Unsupervised Domain Adaptation


Dec 13, 2020
Shuang Li, Fangrui Lv, Binhui Xie, Chi Harold Liu, Jian Liang, Chen Qin

* Accepted as AAAI 2021. The code is publicly available at https://github.com/BIT-DA/BCDM 

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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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Biomechanics-informed Neural Networks for Myocardial Motion Tracking in MRI


Jul 04, 2020
Chen Qin, Shuo Wang, Chen Chen, Huaqi Qiu, Wenjia Bai, Daniel Rueckert

* The paper is early accepted by MICCAI 2020 

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Deep Generative Model-based Quality Control for Cardiac MRI Segmentation


Jun 23, 2020
Shuo Wang, Giacomo Tarroni, Chen Qin, Yuanhan Mo, Chengliang Dai, Chen Chen, Ben Glocker, Yike Guo, Daniel Rueckert, Wenjia Bai

* The paper is accepted to MICCAI 2020 

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Realistic Adversarial Data Augmentation for MR Image Segmentation


Jun 23, 2020
Chen Chen, Chen Qin, Huaqi Qiu, Cheng Ouyang, Shuo Wang, Liang Chen, Giacomo Tarroni, Wenjia Bai, Daniel Rueckert

* 13 pages. This paper is accepted to MICCAI 2020 

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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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Deep learning for cardiac image segmentation: A review


Nov 09, 2019
Chen Chen, Chen Qin, Huaqi Qiu, Giacomo Tarroni, Jinming Duan, Wenjia Bai, Daniel Rueckert

* Under review 

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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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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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Unsupervised Deformable Registration for Multi-Modal Images via Disentangled Representations


Mar 22, 2019
Chen Qin, Bibo Shi, Rui Liao, Tommaso Mansi, Daniel Rueckert, Ali Kamen

* Accepted as an oral presentation in IPMI 2019 

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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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Recurrent neural networks for aortic image sequence segmentation with sparse annotations


Aug 01, 2018
Wenjia Bai, Hideaki Suzuki, Chen Qin, Giacomo Tarroni, Ozan Oktay, Paul M. Matthews, Daniel Rueckert

* Accepted for publication by 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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