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VolumeNet: A Lightweight Parallel Network for Super-Resolution of Medical Volumetric Data

Oct 24, 2020
Yinhao Li, Yutaro Iwamoto, Lanfen Lin, Rui Xu, Yen-Wei Chen


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DLDL: Dynamic Label Dictionary Learning via Hypergraph Regularization

Oct 23, 2020
Shuai Shao, Mengke Wang, Rui Xu, Yan-Jiang Wang, Bao-Di Liu


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SAHDL: Sparse Attention Hypergraph Regularized Dictionary Learning

Oct 23, 2020
Shuai Shao, Rui Xu, Yan-Jiang Wang, Weifeng Liu, Bao-Di Liu


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Texture Memory-Augmented Deep Patch-Based Image Inpainting

Sep 28, 2020
Rui Xu, Minghao Guo, Jiaqi Wang, Xiaoxiao Li, Bolei Zhou, Chen Change Loy

* Technical Report 

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Weak Form Theory-guided Neural Network (TgNN-wf) for Deep Learning of Subsurface Single and Two-phase Flow

Sep 11, 2020
Rui Xu, Dongxiao Zhang, Miao Rong, Nanzhe Wang

* 35 pages, 10 figures, and 6 tables 

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Progressive Point Cloud Deconvolution Generation Network

Jul 10, 2020
Le Hui, Rui Xu, Jin Xie, Jianjun Qian, Jian Yang

* Accepted to ECCV 2020; Project page: https://github.com/fpthink/PDGN 

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Discovering Symbolic Models from Deep Learning with Inductive Biases

Jun 19, 2020
Miles Cranmer, Alvaro Sanchez-Gonzalez, Peter Battaglia, Rui Xu, Kyle Cranmer, David Spergel, Shirley Ho

* 9 pages content + 14 pages appendix/references. Supporting code found at https://github.com/MilesCranmer/symbolic_deep_learning 

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Boosting Connectivity in Retinal Vessel Segmentation via a Recursive Semantics-Guided Network

Apr 24, 2020
Rui Xu, Tiantian Liu, Xinchen Ye, Yen-Wei Chen


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Hearing Lips: Improving Lip Reading by Distilling Speech Recognizers

Nov 26, 2019
Ya Zhao, Rui Xu, Xinchao Wang, Peng Hou, Haihong Tang, Mingli Song

* AAAI 2020 

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When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks

Nov 26, 2019
Minghao Guo, Yuzhe Yang, Rui Xu, Ziwei Liu

* First two authors contributed equally 

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Learning Symbolic Physics with Graph Networks

Sep 12, 2019
Miles D. Cranmer, Rui Xu, Peter Battaglia, Shirley Ho

* 5 pages; 3 figures; submitted to Machine Learning and the Physical Sciences Workshop @ NeurIPS 2019 

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A Cascade Sequence-to-Sequence Model for Chinese Mandarin Lip Reading

Aug 14, 2019
Ya Zhao, Rui Xu, Mingli Song


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Deep Flow-Guided Video Inpainting

May 08, 2019
Rui Xu, Xiaoxiao Li, Bolei Zhou, Chen Change Loy

* cvpr'19 

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CARAFE: Content-Aware ReAssembly of FEatures

May 07, 2019
Jiaqi Wang, Kai Chen, Rui Xu, Ziwei Liu, Chen Change Loy, Dahua Lin

* Technical Report 

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Class Specific or Shared? A Hybrid Dictionary Learning Network for Image Classification

Apr 17, 2019
Shuai Shao, Yan-Jiang Wang, Bao-Di Liu, Rui Xu, Ye Li

* 11 pages, 10 figures 

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Label Embedded Dictionary Learning for Image Classification

Apr 17, 2019
Shuai Shao, Yan-Jiang Wang, Bao-Di Liu, Weifeng Liu, Rui Xu

* 25pages, 12 figures 

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Power Plant Performance Modeling with Concept Drift

Oct 19, 2017
Rui Xu, Yunwen Xu, Weizhong Yan

* 2017 International Joint Conference on Neural Networks (IJCNN), Anchorage, AK, 2017, pp. 2096-2103 

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Concept Drift Learning with Alternating Learners

Oct 18, 2017
Yunwen Xu, Rui Xu, Weizhong Yan, Paul Ardis

* Y. Xu, R. Xu, W. Yan and P. Ardis, "Concept drift learning with alternating learners," 2017 International Joint Conference on Neural Networks (IJCNN), Anchorage, AK, 2017, pp. 2104-2111 

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