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Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation


Aug 07, 2021
Chen Chen, Chen Qin, Cheng Ouyang, Shuo Wang, Huaqi Qiu, Liang Chen, Giacomo Tarroni, Wenjia Bai, Daniel Rueckert

* Under review. 17 pages 

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Learning a Model-Driven Variational Network for Deformable Image Registration


May 25, 2021
Xi Jia, Alexander Thorley, Wei Chen, Huaqi Qiu, Linlin Shen, Iain B Styles, Hyung Jin Chang, Ales Leonardis, Antonio de Marvao, Declan P. O'Regan, Daniel Rueckert, Jinming Duan

* This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Detecting Outliers with Foreign Patch Interpolation


Nov 09, 2020
Jeremy Tan, Benjamin Hou, James Batten, Huaqi Qiu, Bernhard Kainz


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Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation


Jul 20, 2020
Cheng Ouyang, Carlo Biffi, Chen Chen, Turkay Kart, Huaqi Qiu, Daniel Rueckert

* Accepted by ECCV2020 

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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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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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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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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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