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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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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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Cardiac Segmentation on Late Gadolinium Enhancement MRI: A Benchmark Study from Multi-Sequence Cardiac MR Segmentation Challenge


Jun 22, 2020
Xiahai Zhuang, Jiahang Xu, Xinzhe Luo, Chen Chen, Cheng Ouyang, Daniel Rueckert, Victor M. Campello, Karim Lekadir, Sulaiman Vesal, Nishant RaviKumar, Yashu Liu, Gongning Luo, Jingkun Chen, Hongwei Li, Buntheng Ly, Maxime Sermesant, Holger Roth, Wentao Zhu, Jiexiang Wang, Xinghao Ding, Xinyue Wang, Sen Yang, Lei Li

* 14 pages 

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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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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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Data Efficient Unsupervised Domain Adaptation for Cross-Modality Image Segmentation


Aug 12, 2019
Cheng Ouyang, Konstantinos Kamnitsas, Carlo Biffi, Jinming Duan, Daniel Rueckert

* 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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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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PnP-AdaNet: Plug-and-Play Adversarial Domain Adaptation Network with a Benchmark at Cross-modality Cardiac Segmentation


Dec 19, 2018
Qi Dou, Cheng Ouyang, Cheng Chen, Hao Chen, Ben Glocker, Xiahai Zhuang, Pheng-Ann Heng


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Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss


Jun 19, 2018
Qi Dou, Cheng Ouyang, Cheng Chen, Hao Chen, Pheng-Ann Heng

* IJCAI 2018 

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