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Hyperspectral Image Super-resolution via Deep Spatio-spectral Convolutional Neural Networks


May 29, 2020
Jin-Fan Hu, Ting-Zhu Huang, Liang-Jian Deng, Tai-Xiang Jiang, Gemine Vivone, Jocelyn Chanussot


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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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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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Single image super-resolution by approximated Heaviside functions


Mar 12, 2015
Liang-Jian Deng, Weihong Guo, Ting-Zhu Huang


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New explicit thresholding/shrinkage formulas for one class of regularization problems with overlapping group sparsity and their applications


May 09, 2014
Gang Liu, Ting-Zhu Huang, Xiao-Guang Lv, Jun Liu

* 22 pages, 30 figures 

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Total variation with overlapping group sparsity for image deblurring under impulse noise


Dec 21, 2013
Gang Liu, Ting-Zhu Huang, Jun Liu, Xiao-Guang Lv

* PLOS ONE 2015 10(4): e0122562 
* 22 pages, 57 figures, submitted 

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Image Restoration using Total Variation with Overlapping Group Sparsity


Oct 19, 2013
Jun Liu, Ting-Zhu Huang, Ivan W. Selesnick, Xiao-Guang Lv, Po-Yu Chen

* 11 pages, 37 figures 

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