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Max-Fusion U-Net for Multi-Modal Pathology Segmentation with Attention and Dynamic Resampling


Sep 05, 2020
Haochuan Jiang, Chengjia Wang, Agisilaos Chartsias, Sotirios A. Tsaftaris

* MICCAI-2020 MyoPS Challenge Paper 
* 13 pages, 7 figures, conference paper 

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Annealing Genetic GAN for Minority Oversampling


Aug 05, 2020
Jingyu Hao, Chengjia Wang, Heye Zhang, Guang Yang


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Deep Attentive Wasserstein Generative Adversarial Networks for MRI Reconstruction with Recurrent Context-Awareness


Jun 23, 2020
Yifeng Guo, Chengjia Wang, Heye Zhang, Guang Yang


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Learning to synthesise the ageing brain without longitudinal data


Dec 12, 2019
Tian Xia, Agisilaos Chartsias, Chengjia Wang, Sotirios A. Tsaftaris


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Disentangle, align and fuse for multimodal and zero-shot image segmentation


Nov 12, 2019
Agisilaos Chartsias, Giorgos Papanastasiou, Chengjia Wang, Scott Semple, David Newby, Rohan Dharmakumar, Sotirios A. Tsaftaris


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Recurrent Aggregation Learning for Multi-View Echocardiographic Sequences Segmentation


Jul 24, 2019
Ming Li, Weiwei Zhang, Guang Yang, Chengjia Wang, Heye Zhang, Huafeng Liu, Wei Zheng, Shuo Li

* MICCAI 2019 

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FIRE: Unsupervised bi-directional inter-modality registration using deep networks


Jul 11, 2019
Chengjia Wang, Giorgos Papanastasiou, Agisilaos Chartsias, Grzegorz Jacenkow, Sotirios A. Tsaftaris, Heye Zhang

* We submitted this paper to a top medical imaging conference, srebuttal responded by the meta-reviewer. We were told that this work is not important and will not have big impact as the "reviewers were not enthusiastic". Here I publish the paper online for an open discussion. I will publish the code, the pre-trained model, the results, especially the reviews, and the meta reviews on github 

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Evaluation of Algorithms for Multi-Modality Whole Heart Segmentation: An Open-Access Grand Challenge


Feb 21, 2019
Xiahai Zhuang, Lei Li, Christian Payer, Darko Stern, Martin Urschler, Mattias P. Heinrich, Julien Oster, Chunliang Wang, Orjan Smedby, Cheng Bian, Xin Yang, Pheng-Ann Heng, Aliasghar Mortazi, Ulas Bagci, Guanyu Yang, Chenchen Sun, Gaetan Galisot, Jean-Yves Ramel, Thierry Brouard, Qianqian Tong, Weixin Si, Xiangyun Liao, Guodong Zeng, Zenglin Shi, Guoyan Zheng, Chengjia Wang, Tom MacGillivray, David Newby, Kawal Rhode, Sebastien Ourselin, Raad Mohiaddin, Jennifer Keegan, David Firmin, Guang Yang

* 14 pages, 7 figures, sumitted to Medical Image Analysis 

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Unsupervised learning for cross-domain medical image synthesis using deformation invariant cycle consistency networks


Aug 12, 2018
Chengjia Wang, Gillian Macnaught, Giorgos Papanastasiou, Tom MacGillivray, David Newby


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A two-stage 3D Unet framework for multi-class segmentation on full resolution image


Apr 12, 2018
Chengjia Wang, Tom MacGillivray, Gillian Macnaught, Guang Yang, David Newby


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A Distance Oriented Kalman Filter Particle Swarm Optimizer Applied to Multi-Modality Image Registration


Mar 20, 2018
Chengjia Wang, Keith A. Goatman, James Boardman, Erin Beveridge, David Newby, Scott Semple


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