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Unbox the Black-box for the Medical Explainable AI via Multi-modal and Multi-centre Data Fusion: A Mini-Review, Two Showcases and Beyond

Feb 03, 2021
Guang Yang, Qinghao Ye, Jun Xia

* 68 pages, 19 figures, submitted to the Information Fusion journal 

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Automated Multi-Channel Segmentation for the 4D Myocardial Velocity Mapping Cardiac MR

Dec 16, 2020
Yinzhe Wu, Suzan Hatipoglu, Diego Alonso-Álvarez, Peter Gatehouse, David Firmin, Jennifer Keegan, Guang Yang

* 7 pages, 3 figures, accepted by SPIE Medical Imaging 2021 

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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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Gleason Score Prediction using Deep Learning in Tissue Microarray Image

May 11, 2020
Yi-hong Zhang, Jing Zhang, Yang Song, Chaomin Shen, Guang Yang


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Weakly Supervised Deep Learning for COVID-19 Infection Detection and Classification from CT Images

Apr 14, 2020
Shaoping Hu, Yuan Gao, Zhangming Niu, Yinghui Jiang, Lao Li, Xianglu Xiao, Minhao Wang, Evandro Fei Fang, Wade Menpes-Smith, Jun Xia, Hui Ye, Guang Yang

* 21 pages, 7 figures 

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Simultaneous Left Atrium Anatomy and Scar Segmentations via Deep Learning in Multiview Information with Attention

Feb 02, 2020
Guang Yang, Jun Chen, Zhifan Gao, Shuo Li, Hao Ni, Elsa Angelini, Tom Wong, Raad Mohiaddin, Eva Nyktari, Ricardo Wage, Lei Xu, Yanping Zhang, Xiuquan Du, Heye Zhang, David Firmin, Jennifer Keegan

* 34 pages, 10 figures, 7 tables, accepted by Future Generation Computer Systems journal 

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A Collaborative Learning Framework via Federated Meta-Learning

Jan 09, 2020
Sen Lin, Guang Yang, Junshan Zhang


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Haptic Teleoperation of UAVs through Control Barrier Functions

Nov 08, 2019
Dawei Zhang, Guang Yang, Rebecca P. Khurshid


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Automatic Prostate Zonal Segmentation Using Fully Convolutional Network with Feature Pyramid Attention

Oct 31, 2019
Yongkai Liu, Guang Yang, Sohrab Afshari Mirak, Melina Hosseiny, Afshin Azadikhah, Xinran Zhong, Robert E. Reiter, Yeejin Lee, Steven Raman, Kyunghyun Sung

* Has been accepted by IEEE Access 

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Distributed and Consistent Multi-Image Feature Matching via QuickMatch

Oct 29, 2019
Zachary Serlin, Guang Yang, Brandon Sookraj, Calin Belta, Roberto Tron


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MRI Brain Tumor Segmentation using Random Forests and Fully Convolutional Networks

Sep 13, 2019
Mohammadreza Soltaninejad, Lei Zhang, Tryphon Lambrou, Guang Yang, Nigel Allinson, Xujiong Ye

* Soltaninejad, M., Zhang, L., Lambrou, T., Yang, G., Allinson, N. and Ye, X., 2017. MRI brain tumor segmentation using random forests and fully convolutional networks. In Proceeding of 2017 International MICCAI BraTS Challenge, pp. 279-283 
* Published in the pre-conference proceeding of "2017 International MICCAI BraTS Challenge" 

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Direct Quantification for Coronary Artery Stenosis Using Multiview Learning

Aug 02, 2019
Dong Zhang, Guang Yang, Shu Zhao, Yanping Zhang, Heye Zhang, Shuo Li

* 9 pages, 4 figures 

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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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Discriminative Consistent Domain Generation for Semi-supervised Learning

Jul 24, 2019
Jun Chen, Heye Zhang, Yanping Zhang, Shu Zhao, Raad Mohiaddin, Tom Wong, David Firmin, Guang Yang, Jennifer Keegan

* MICCAI 2019 

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Sampling-based Motion Planning via Control Barrier Functions

Jul 15, 2019
Guang Yang, Bee Vang, Zachary Serlin, Calin Belta, Roberto Tron


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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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Empowering Elasticsearch with Exact and Fast $r$-Neighbor Search in Hamming Space

Feb 20, 2019
Cun Mu, Jun Zhao, Guang Yang, Binwei Yang, Zheng Yan


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How Can We Make GAN Perform Better in Single Medical Image Super-Resolution? A Lesion Focused Multi-Scale Approach

Jan 10, 2019
Jin Zhu, Guang Yang, Pietro Lio

* 5 pages, 4 figure, 1 table. Accepted at 2019 IEEE International Symposium on Biomedical Imaging (ISBI) 

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The Deep Poincaré Map: A Novel Approach for Left Ventricle Segmentation

Oct 30, 2018
Yuanhan Mo, Fangde Liu, Douglas McIlwraith, Guang Yang, Jingqing Zhang, Taigang He, Yike Guo

* MICCAI 2018 Spotlight 

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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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Lesion Focused Super-Resolution

Oct 15, 2018
Jin Zhu, Guang Yang, Pietro Lio

* 4 pages, 2 figures, 1 table, Accepted as Oral Presentation by the SPIE Medical Imaging Conference 2019 

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A Machine Learning Approach to Shipping Box Design

Sep 29, 2018
Guang Yang, Cun Mu

* Accepted by the 13th INFORMS Workshop on Data Mining and Decision Analytics 

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Generating Magnetic Resonance Spectroscopy Imaging Data of Brain Tumours from Linear, Non-Linear and Deep Learning Models

Aug 23, 2018
Nathan J Olliverre, Guang Yang, Gregory Slabaugh, Constantino Carlos Reyes-Aldasoro, Eduardo Alonso

* 9 pages, 4 figures, 2 tables, to be presented at Simulation and Synthesis in Medical Imaging (SASHIMI) 2018 and published in the book Simulation and Synthesis in Medical Imaging, Lecture Notes in Computer Science series, Volume 11037 

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Adversarial and Perceptual Refinement for Compressed Sensing MRI Reconstruction

Jun 28, 2018
Maximilian Seitzer, Guang Yang, Jo Schlemper, Ozan Oktay, Tobias Würfl, Vincent Christlein, Tom Wong, Raad Mohiaddin, David Firmin, Jennifer Keegan, Daniel Rueckert, Andreas Maier

* To be published at MICCAI 2018 

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Towards Practical Visual Search Engine within Elasticsearch

Jun 23, 2018
Cun Mu, Jun Zhao, Guang Yang, Jing Zhang, Zheng Yan

* Accepted by SIGIR eCom'18 

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Multiview Two-Task Recursive Attention Model for Left Atrium and Atrial Scars Segmentation

Jun 12, 2018
Jun Chen, Guang Yang, Zhifan Gao, Hao Ni, Elsa Angelini, Raad Mohiaddin, Tom Wong, Yanping Zhang, Xiuquan Du, Heye Zhang, Jennifer Keegan, David Firmin

* 8 pages, 4 figures, accepted by MICCAI 2018 

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