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Federated Whole Prostate Segmentation in MRI with Personalized Neural Architectures

Jul 16, 2021
Holger R. Roth, Dong Yang, Wenqi Li, Andriy Myronenko, Wentao Zhu, Ziyue Xu, Xiaosong Wang, Daguang Xu

* MICCAI 2021 accepted 

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Test-Time Training for Deformable Multi-Scale Image Registration

Mar 25, 2021
Wentao Zhu, Yufang Huang, Daguang Xu, Zhen Qian, Wei Fan, Xiaohui Xie

* ICRA 2021 
* ICRA 2021; 8 pages, 4 figures, 2 big tables 

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Deformable Gabor Feature Networks for Biomedical Image Classification

Dec 07, 2020
Xuan Gong, Xin Xia, Wentao Zhu, Baochang Zhang, David Doermann, Lian Zhuo

* 9 pages, 6 figures 

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Federated Semi-Supervised Learning for COVID Region Segmentation in Chest CT using Multi-National Data from China, Italy, Japan

Nov 23, 2020
Dong Yang, Ziyue Xu, Wenqi Li, Andriy Myronenko, Holger R. Roth, Stephanie Harmon, Sheng Xu, Baris Turkbey, Evrim Turkbey, Xiaosong Wang, Wentao Zhu, Gianpaolo Carrafiello, Francesca Patella, Maurizio Cariati, Hirofumi Obinata, Hitoshi Mori, Kaku Tamura, Peng An, Bradford J. Wood, Daguang Xu

* Accepted with minor revision to Medical Image Analysis 

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Cycle-Consistent Adversarial Autoencoders for Unsupervised Text Style Transfer

Oct 02, 2020
Yufang Huang, Wentao Zhu, Deyi Xiong, Yiye Zhang, Changjian Hu, Feiyu Xu

* COLING 2020 

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Multi-Domain Image Completion for Random Missing Input Data

Jul 10, 2020
Liyue Shen, Wentao Zhu, Xiaosong Wang, Lei Xing, John M. Pauly, Baris Turkbey, Stephanie Anne Harmon, Thomas Hogue Sanford, Sherif Mehralivand, Peter Choyke, Bradford Wood, Daguang Xu

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LAMP: Large Deep Nets with Automated Model Parallelism for Image Segmentation

Jun 26, 2020
Wentao Zhu, Can Zhao, Wenqi Li, Holger Roth, Ziyue Xu, Daguang Xu

* MICCAI 2020 Early Accepted paper. Code is available\footnote{

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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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TransMoMo: Invariance-Driven Unsupervised Video Motion Retargeting

Apr 01, 2020
Zhuoqian Yang, Wentao Zhu, Wayne Wu, Chen Qian, Qiang Zhou, Bolei Zhou, Chen Change Loy

* Accepted by CVPR 2020. The first three authors contributed equally. Project page: 

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NeurReg: Neural Registration and Its Application to Image Segmentation

Oct 04, 2019
Wentao Zhu, Andriy Myronenko, Ziyue Xu, Wenqi Li, Holger Roth, Yufang Huang, Fausto Milletari, Daguang Xu

* WACV 2020 first round early accept; supplementary; code will be released soon under NVIDIA open source; demos 

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Cardiac Segmentation of LGE MRI with Noisy Labels

Oct 02, 2019
Holger Roth, Wentao Zhu, Dong Yang, Ziyue Xu, Daguang Xu

* Accepted at the MICCAI Workshop Statistical Atlases and Computational Modeling of the Heart (STACOM), MS-CMRSeg 2019: Multi-sequence Cardiac MR Segmentation Challenge, Shenzen, China 

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Privacy-preserving Federated Brain Tumour Segmentation

Oct 02, 2019
Wenqi Li, Fausto Milletarì, Daguang Xu, Nicola Rieke, Jonny Hancox, Wentao Zhu, Maximilian Baust, Yan Cheng, Sébastien Ourselin, M. Jorge Cardoso, Andrew Feng


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Neural Multi-Scale Self-Supervised Registration for Echocardiogram Dense Tracking

Jun 18, 2019
Wentao Zhu, Yufang Huang, Mani A Vannan, Shizhen Liu, Daguang Xu, Wei Fan, Zhen Qian, Xiaohui Xie

* Blood tracking video: Muscle tracking video: 

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Deep Learning for Automated Medical Image Analysis

Mar 12, 2019
Wentao Zhu

* PhD Thesis 

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AnatomyNet: Deep 3D Squeeze-and-excitation U-Nets for fast and fully automated whole-volume anatomical segmentation

Aug 15, 2018
Wentao Zhu, Yufang Huang, Hui Tang, Zhen Qian, Nan Du, Wei Fan, Xiaohui Xie

* 8 figures, 4 videos in GitHub and YouTube. Submitted to Medical Physics. Code and videos are available on GitHub. Video: 

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DeepEM: Deep 3D ConvNets With EM For Weakly Supervised Pulmonary Nodule Detection

May 26, 2018
Wentao Zhu, Yeeleng S. Vang, Yufang Huang, Xiaohui Xie

* MICCAI2018 Early Accept, Code 

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DeepLung: Deep 3D Dual Path Nets for Automated Pulmonary Nodule Detection and Classification

Jan 25, 2018
Wentao Zhu, Chaochun Liu, Wei Fan, Xiaohui Xie

* 9 pages, 8 figures, IEEE WACV conference. arXiv admin note: substantial text overlap with arXiv:1709.05538 

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Adversarial Deep Structured Nets for Mass Segmentation from Mammograms

Dec 25, 2017
Wentao Zhu, Xiang Xiang, Trac D. Tran, Gregory D. Hager, Xiaohui Xie

* Accepted by ISBI2018. arXiv admin note: substantial text overlap with arXiv:1612.05970 

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DeepLung: 3D Deep Convolutional Nets for Automated Pulmonary Nodule Detection and Classification

Sep 16, 2017
Wentao Zhu, Chaochun Liu, Wei Fan, Xiaohui Xie

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Adversarial Deep Structural Networks for Mammographic Mass Segmentation

Jun 09, 2017
Wentao Zhu, Xiang Xiang, Trac D. Tran, Xiaohui Xie

* First version on arXiv 2016, MICCAI 2017 Deep Learning in Medical Image Analysis (DLMIA) workshop 

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Deep Multi-instance Networks with Sparse Label Assignment for Whole Mammogram Classification

May 23, 2017
Wentao Zhu, Qi Lou, Yeeleng Scott Vang, Xiaohui Xie

* MICCAI 2017 Camera Ready 

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Leak Event Identification in Water Systems Using High Order CRF

Mar 12, 2017
Qing Han, Wentao Zhu, Yang Shi

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Co-occurrence Feature Learning for Skeleton based Action Recognition using Regularized Deep LSTM Networks

Mar 24, 2016
Wentao Zhu, Cuiling Lan, Junliang Xing, Wenjun Zeng, Yanghao Li, Li Shen, Xiaohui Xie

* AAAI 2016 conference 

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Deep Trans-layer Unsupervised Networks for Representation Learning

Sep 27, 2015
Wentao Zhu, Jun Miao, Laiyun Qing, Xilin Chen

* 21 pages, 3 figures 

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Constrained Extreme Learning Machines: A Study on Classification Cases

Feb 04, 2015
Wentao Zhu, Jun Miao, Laiyun Qing

* 14 pages, 6 figure, journel 

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