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Learning Scene Structure Guidance via Cross-Task Knowledge Transfer for Single Depth Super-Resolution


Mar 24, 2021
Baoli Sun, Xinchen Ye, Baopu Li, Haojie Li, Zhihui Wang, Rui Xu


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BaPipe: Exploration of Balanced Pipeline Parallelism for DNN Training


Jan 14, 2021
Letian Zhao, Rui Xu, Tianqi Wang, Teng Tian, Xiaotian Wang, Wei Wu, Chio-in Ieong, Xi Jin


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Positional Encoding as Spatial Inductive Bias in GANs


Dec 09, 2020
Rui Xu, Xintao Wang, Kai Chen, Bolei Zhou, Chen Change Loy

* paper with appendix, project page: https://nbei.github.io/gan-pos-encoding.html 

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CARAFE++: Unified Content-Aware ReAssembly of FEatures


Dec 07, 2020
Jiaqi Wang, Kai Chen, Rui Xu, Ziwei Liu, Chen Change Loy, Dahua Lin

* Technical Report. Extended journal version of the conference paper that appeared as arXiv:1905.02188 

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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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