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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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The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation


Jul 12, 2021
Vishwesh Nath, Dong Yang, Ali Hatamizadeh, Anas A. Abidin, Andriy Myronenko, Holger Roth, Daguang Xu


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Auto-FedAvg: Learnable Federated Averaging for Multi-Institutional Medical Image Segmentation


Apr 20, 2021
Yingda Xia, Dong Yang, Wenqi Li, Andriy Myronenko, Daguang Xu, Hirofumi Obinata, Hitoshi Mori, Peng An, Stephanie Harmon, Evrim Turkbey, Baris Turkbey, Bradford Wood, Francesca Patella, Elvira Stellato, Gianpaolo Carrafiello, Anna Ierardi, Alan Yuille, Holger Roth


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Self-supervised Image-text Pre-training With Mixed Data In Chest X-rays


Mar 30, 2021
Xiaosong Wang, Ziyue Xu, Leo Tam, Dong Yang, Daguang Xu


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DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation


Mar 29, 2021
Yufan He, Dong Yang, Holger Roth, Can Zhao, Daguang Xu

* CVPR2021 oral 

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DeepTag: An Unsupervised Deep Learning Method for Motion Tracking on Cardiac Tagging Magnetic Resonance Images


Mar 29, 2021
Meng Ye, Mikael Kanski, Dong Yang, Qi Chang, Zhennan Yan, Qiaoying Huang, Leon Axel, Dimitris Metaxas

* CVPR 2021 Oral 

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UNETR: Transformers for 3D Medical Image Segmentation


Mar 18, 2021
Ali Hatamizadeh, Dong Yang, Holger Roth, Daguang Xu

* 11 pages, 2 figures 

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SR-Affine: High-quality 3D hand model reconstruction from UV Maps


Feb 07, 2021
Ping Chen, Dong Yang, Fangyin Wu, Qin Li, Qingpei Xia, Yong Tan

* 9 pages, 5 figures 

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Diminishing Uncertainty within the Training Pool: Active Learning for Medical Image Segmentation


Jan 07, 2021
Vishwesh Nath, Dong Yang, Bennett A. Landman, Daguang Xu, Holger R. Roth

* IEEE Transactions on Medical Imaging, 2020 
* 19 pages, 13 figures, Transactions of Medical Imaging 

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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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Learning Image Labels On-the-fly for Training Robust Classification Models


Oct 02, 2020
Xiaosong Wang, Ziyue Xu, Dong Yang, Leo Tam, Holger Roth, Daguang Xu

* v2: Minor Corrections 

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Automated Pancreas Segmentation Using Multi-institutional Collaborative Deep Learning


Sep 28, 2020
Pochuan Wang, Chen Shen, Holger R. Roth, Dong Yang, Daguang Xu, Masahiro Oda, Kazunari Misawa, Po-Ting Chen, Kao-Lang Liu, Wei-Chih Liao, Weichung Wang, Kensaku Mori

* Accepted by MICCAI DCL Workshop 2020 

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Democratizing Artificial Intelligence in Healthcare: A Study of Model Development Across Two Institutions Incorporating Transfer Learning


Sep 25, 2020
Vikash Gupta1, Holger Roth, Varun Buch3, Marcio A. B. C. Rockenbach, Richard D White, Dong Yang, Olga Laur, Brian Ghoshhajra, Ittai Dayan, Daguang Xu, Mona G. Flores, Barbaros Selnur Erdal

* 8 pages, 5 figures, pre-print 

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Going to Extremes: Weakly Supervised Medical Image Segmentation


Sep 25, 2020
Holger R Roth, Dong Yang, Ziyue Xu, Xiaosong Wang, Daguang Xu

* 13 pages, 6 figures, 1 table 

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Enhanced MRI Reconstruction Network using Neural Architecture Search


Aug 19, 2020
Qiaoying Huang, Dong Yang, Yikun Xian, Pengxiang Wu, Jingru Yi, Hui Qu, Dimitris Metaxas

* 10 pages. Code will be released soon 

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PC-U Net: Learning to Jointly Reconstruct and Segment the Cardiac Walls in 3D from CT Data


Aug 18, 2020
Meng Ye, Qiaoying Huang, Dong Yang, Pengxiang Wu, Jingru Yi, Leon Axel, Dimitris Metaxas


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Time-aware Graph Embedding: A temporal smoothness and task-oriented approach


Jul 22, 2020
Yonghui Xu, Shengjie Sun, Yuan Miao, Dong Yang, Xiaonan Meng, Yi Hu, Ke Wang, Hengjie Song, Chuanyan Miao


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Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation


Jun 28, 2020
Yingda Xia, Dong Yang, Zhiding Yu, Fengze Liu, Jinzheng Cai, Lequan Yu, Zhuotun Zhu, Daguang Xu, Alan Yuille, Holger Roth

* Medical Image Analysis, 2020 
* 19 pages, 6 figures, to appear in Medical Image Analysis. This article is an extension of the conference paper arXiv:1811.12506 

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Searching Learning Strategy with Reinforcement Learning for 3D Medical Image Segmentation


Jun 10, 2020
Dong Yang, Holger Roth, Ziyue Xu, Fausto Milletari, Ling Zhang, Daguang Xu

* Published at MICCAI 2019 
* 9 pages, 1 figures 

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Enhancing Foreground Boundaries for Medical Image Segmentation


May 29, 2020
Dong Yang, Holger Roth, Xiaosong Wang, Ziyue Xu, Andriy Myronenko, Daguang Xu


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Centrality Graph Convolutional Networks for Skeleton-based Action Recognition


Mar 06, 2020
Dong Yang, Monica Mengqi Li, Hong Fu, Jicong Fan, Howard Leung


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VerSe: A Vertebrae Labelling and Segmentation Benchmark


Jan 24, 2020
Anjany Sekuboyina, Amirhossein Bayat, Malek E. Husseini, Maximilian Löffler, Markus Rempfler, Jan Kukačka, Giles Tetteh, Alexander Valentinitsch, Christian Payer, Martin Urschler, Maodong Chen, Dalong Cheng, Nikolas Lessmann, Yujin Hu, Tianfu Wang, Dong Yang, Daguang Xu, Felix Ambellan, Stefan Zachowk, Tao Jiang, Xinjun Ma, Christoph Angerman, Xin Wang, Qingyue Wei, Kevin Brown, Matthias Wolf, Alexandre Kirszenberg, Élodie Puybareauq, Björn H. Menze, Jan S. Kirschke


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C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation


Dec 20, 2019
Qihang Yu, Dong Yang, Holger Roth, Yutong Bai, Yixiao Zhang, Alan L. Yuille, Daguang Xu


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End-to-End Adversarial Shape Learning for Abdomen Organ Deep Segmentation


Oct 15, 2019
Jinzheng Cai, Yingda Xia, Dong Yang, Daguang Xu, Lin Yang, Holger Roth

* Accepted to International Workshop on Machine Learning in Medical Imaging (MLMI2019) 

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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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Weakly supervised segmentation from extreme points


Oct 02, 2019
Holger Roth, Ling Zhang, Dong Yang, Fausto Milletari, Ziyue Xu, Xiaosong Wang, Daguang Xu

* Accepted at the MICCAI Workshop for Large-scale Annotation of Biomedical data and Expert Label Synthesis, Shenzen, China, 2019 

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Correlation via synthesis: end-to-end nodule image generation and radiogenomic map learning based on generative adversarial network


Jul 08, 2019
Ziyue Xu, Xiaosong Wang, Hoo-Chang Shin, Dong Yang, Holger Roth, Fausto Milletari, Ling Zhang, Daguang Xu


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