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VSpSR: Explorable Super-Resolution via Variational Sparse Representation


Apr 17, 2021
Hangqi Zhou, Chao Huang, Shangqi Gao, Xiahai Zhuang


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Learning-Based Algorithms for Vessel Tracking: A Review


Dec 16, 2020
Dengqiang Jia, Xiahai Zhuang

* 19 pages, 3 figures, 9 tables, accept by Computerized Medical Imaging and Graphics 

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Rank-One Network: An Effective Framework for Image Restoration


Nov 25, 2020
Shangqi Gao, Xiahai Zhuang


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Anatomy Prior Based U-net for Pathology Segmentation with Attention


Nov 17, 2020
Yuncheng Zhou, Ke Zhang, Xinzhe Luo, Sihan Wang, Xiahai Zhuang

* 8 pages, 3 figures, to be published in STACOM 2020 (MICCAI Workshop) 

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Recognition and standardization of cardiac MRI orientation via multi-tasking learning and deep neural networks


Nov 17, 2020
Ke Zhang, Xiahai Zhuang

* 10 pages, 2 figures, to be published in STACOM 2020 (MICCAI Workshop) 

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Brain Tumor Segmentation Network Using Attention-based Fusion and Spatial Relationship Constraint


Oct 31, 2020
Chenyu Liu, Wangbin Ding, Lei Li, Zhen Zhang, Chenhao Pei, Liqin Huang, Xiahai Zhuang


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Random Style Transfer based Domain Generalization Networks Integrating Shape and Spatial Information


Sep 03, 2020
Lei Li, Veronika A. Zimmer, Wangbin Ding, Fuping Wu, Liqin Huang, Julia A. Schnabel, Xiahai Zhuang

* 11 pages 

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Cross-Modality Multi-Atlas Segmentation Using Deep Neural Networks


Aug 15, 2020
Wangbin Ding, Lei Li, Xiahai Zhuang, Liqin Huang


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AtrialJSQnet: A New Framework for Joint Segmentation and Quantification of Left Atrium and Scars Incorporating Spatial and Shape Information


Aug 11, 2020
Lei Li, Veronika A. Zimmer, Julia A. Schnabel, Xiahai Zhuang

* 12 pages 

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MvMM-RegNet: A new image registration framework based on multivariate mixture model and neural network estimation


Jul 14, 2020
Xinzhe Luo, Xiahai Zhuang

* Accepted for publication at MICCAI 2020; Code is available from https://github.com/xzluo97/MvMM-RegNet 

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Joint Left Atrial Segmentation and Scar Quantification Based on a DNN with Spatial Encoding and Shape Attention


Jun 23, 2020
Lei Li, Xin Weng, Julia A. Schnabel, Xiahai Zhuang

* MICCAI 2020 
* 10 pages 

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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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A Global Benchmark of Algorithms for Segmenting Late Gadolinium-Enhanced Cardiac Magnetic Resonance Imaging


May 07, 2020
Zhaohan Xiong, Qing Xia, Zhiqiang Hu, Ning Huang, Cheng Bian, Yefeng Zheng, Sulaiman Vesal, Nishant Ravikumar, Andreas Maier, Xin Yang, Pheng-Ann Heng, Dong Ni, Caizi Li, Qianqian Tong, Weixin Si, Elodie Puybareau, Younes Khoudli, Thierry Geraud, Chen Chen, Wenjia Bai, Daniel Rueckert, Lingchao Xu, Xiahai Zhuang, Xinzhe Luo, Shuman Jia, Maxime Sermesant, Yashu Liu, Kuanquan Wang, Davide Borra, Alessandro Masci, Cristiana Corsi, Coen de Vente, Mitko Veta, Rashed Karim, Chandrakanth Jayachandran Preetha, Sandy Engelhardt, Menyun Qiao, Yuanyuan Wang, Qian Tao, Marta Nunez-Garcia, Oscar Camara, Nicolo Savioli, Pablo Lamata, Jichao Zhao


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Mutual information neural estimation in CNN-based end-to-end medical image registration


Aug 23, 2019
Yechong Huang, Tao Song, Jieru Zhu, Wenqi Luo, Jiahang Xu, Xiahai Zhuang


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Cardiac Segmentation from LGE MRI Using Deep Neural Network Incorporating Shape and Spatial Priors


Jun 25, 2019
Qian Yue, Xinzhe Luo, Qing Ye, Lingchao Xu, Xiahai Zhuang

* Accepted for publication in MICCAI 2019 

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Multi-scale deep neural networks for real image super-resolution


Apr 24, 2019
Shangqi Gao, Xiahai Zhuang


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A Fully-Automatic Framework for Parkinson's Disease Diagnosis by Multi-Modality Images


Feb 26, 2019
Jiahang Xu, Fangyang Jiao, Yechong Huang, Xinzhe Luo, Qian Xu, Ling Li, Xueling Liu, Chuantao Zuo, Ping Wu, Xiahai Zhuang

* 16 pages, 6 figures, 4 tables 

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Diagnosis of Alzheimer's Disease via Multi-modality 3D Convolutional Neural Network


Feb 26, 2019
Yechong Huang, Jiahang Xu, Yuncheng Zhou, Tong Tong, Xiahai Zhuang, the Alzheimer's Disease Neuroimaging Initiative

* 21 pages, 5 figures, 9 tables 

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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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Atrial Scar Quantification via Multi-scale CNN in the Graph-cuts Framework


Feb 21, 2019
Lei Li, Fuping Wu, Guang Yang, Lingchao Xu, Tom Wong, Raad Mohiaddin, David Firmin, Jennifer Keegan, Xiahai Zhuang

* 13 pages, 10 figures, submitted to Medical Image Analysis 

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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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Atrial scars segmentation via potential learning in the graph-cuts framework


Oct 22, 2018
Lei Li, Fuping Wu, Guang Yang, Tom Wong, Raad Mohiaddin, David Firmin, Jenny Keegan, Lingchao Xu, Xiahai Zhuang

* 9 pages,4 figures,STACOM2018 

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Atrial fibrosis quantification based on maximum likelihood estimator of multivariate images


Oct 22, 2018
Fuping Wu, Lei Li, Guang Yang, Tom Wong, Raad Mohiaddin, David Firmin, Jennifer Keegan, Lingchao Xu, Xiahai Zhuang


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Fully Automatic Segmentation and Objective Assessment of Atrial Scars for Longstanding Persistent Atrial Fibrillation Patients Using Late Gadolinium-Enhanced MRI


May 26, 2017
Guang Yang, Xiahai Zhuang, Habib Khan, Shouvik Haldar, Eva Nyktari, Lei Li, Rick Wage, Xujiong Ye, Greg Slabaugh, Raad Mohiaddin, Tom Wong, Jennifer Keegan, David Firmin

* 39 pages, 8 figure, 2 tables, submitted to MRM journal 

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Multivariate mixture model for myocardium segmentation combining multi-source images


Dec 28, 2016
Xiahai Zhuang


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