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Dictionary Learning with Low-rank Coding Coefficients for Tensor Completion

Sep 26, 2020
Tai-Xiang Jiang, Xi-Le Zhao, Hao Zhang, Michael K. Ng


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Unsupervised Hyperspectral Mixed Noise Removal Via Spatial-Spectral Constrained Deep Image Prior

Aug 22, 2020
Yi-Si Luo, Xi-Le Zhao, Tai-Xiang Jiang, Yu-Bang Zheng, Yi Chang


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Tensor completion via nonconvex tensor ring rank minimization with guaranteed convergence

May 14, 2020
Meng Ding, Ting-Zhu Huang, Xi-Le Zhao, Tian-Hui Ma


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Tensor train rank minimization with nonlocal self-similarity for tensor completion

Apr 29, 2020
Meng Ding, Ting-Zhu Huang, Xi-Le Zhao, Michael K. Ng, Tian-Hui Ma


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Framelet Representation of Tensor Nuclear Norm for Third-Order Tensor Completion

Sep 16, 2019
Tai-Xiang Jiang, Michael K. Ng, Xi-Le Zhao, Ting-Zhu Huang


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Constrained low-tubal-rank tensor recovery for hyperspectral images mixed noise removal by bilateral random projections

May 15, 2019
Hao Zhang, Xi-Le Zhao, Tai-Xiang Jiang, Michael Kwok-Po Ng

* Accepted by IGARSS 2019 

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Deep Plug-and-play Prior for Low-rank Tensor Completion

May 11, 2019
Wen-Hao Xu, Xi-Le Zhao, Tai-Xiang Jiang, Yao Wang, Michael Ng


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A Fast Algorithm for Cosine Transform Based Tensor Singular Value Decomposition

Feb 08, 2019
Wen-Hao Xu, Xi-Le Zhao, Michael Ng


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Tensor N-tubal rank and its convex relaxation for low-rank tensor recovery

Dec 03, 2018
Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang, Teng-Yu Ji, Tian-Hui Ma


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Rain Streak Removal for Single Image via Kernel Guided CNN

Aug 28, 2018
Ye-Tao Wang, Xi-Le Zhao, Tai-Xiang Jiang, Liang-Jian Deng, Yi Chang, Ting-Zhu Huang


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FastDeRain: A Novel Video Rain Streak Removal Method Using Directional Gradient Priors

Jul 16, 2018
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Yao Wang

* codes available at https://github.com/TaiXiangJiang/FastDeRain 

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A novel nonconvex approach to recover the low-tubal-rank tensor data: when t-SVD meets PSSV

Feb 09, 2018
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng


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Hyperspectral Image Restoration via Total Variation Regularized Low-rank Tensor Decomposition

Jul 08, 2017
Yao Wang, Jiangjun Peng, Qian Zhao, Deyu Meng, Yee Leung, Xi-Le Zhao

* 15 pages, 20 figures 

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