Publications (* corresponding author)

• Transform Based Tensor Singular Value Decomposition in Multi dimensional Image Completion
  Tai-Xiang Jiang, Michael K. Ng, Xi-Le Zhao
  in Book: Tensors for Data Processing: Theory, Methods and Applications (Elsevier)

• Tangent Space Based Alternating Projections for Nonnegative Low Rank Matrix Approximation
  Guangjing Song, Michael K. Ng, Tai-Xiang Jiang* 
  IEEE Trans. Knowl. Data. Eng.   [PDF] [ArXiv]
  

• CoNoT: Coupled Nonlinear Transform-Based Low-Rank Tensor Representation for Multidimensional Image Completion
  Jian-Li Wang, Ting-Zhu Huang*, Xi-Le Zhao*, Yi-Si Luo, and Tai-Xiang Jiang
  IEEE Trans. Neural Netw. Learn. Syst.  [PDF] 
  

• Nonnegative Low Rank Tensor Approximations with Multidimensional Image Applications
  Tai-Xiang Jiang, Michael K. Ng, Junjun Pan, Guangjing Song* 
  Numerische Mathematik   [PDF] [ArXiv]
  

• Dictionary Learning with Low-rank Coding Coefficients for Tensor Completion
  Tai-Xiang Jiang,Xi-Le Zhao, Hao Zhang, Michael K. Ng*
  IEEE Trans. Neural Netw. Learn. Syst.  [PDF][Matlab Demo] 
  

• Essential tensor learning for multimodal information-driven stock movement prediction
  Jun Wang, Yexun Hu, Tai-Xiang Jiang*, Jinghua Tan*, Qing Li 
  Knowl Based Syst.   [PDF]
  

• GuidedNet: A General CNN Fusion Framework via High-Resolution Guidance for Hyperspectral Image Super-Resolution
  Ran Ran, Liang-Jian Deng*, Tai-Xiang Jiang, Jin-Fan Hu, Jocelyn Chanussot, Gemine Vivone,
  IEEE Trans. Tcyb.  [PDF][Project Page] 
  

• SelfS2: Self-Supervised Transfer Learning for Sentinel-2 Multi-Spectral Images Super-Resolution  
  Xiao Qian, Tai-Xiang Jiang*, Xi-Le Zhao
  IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens.   [PDF]  [PyTorch Demo]
  

• Adaptive hyperspectral mixed noise removal  
  Tai-Xiang Jiang, Lina Zhuang*, Ting-Zhu Huang, Xi-Le Zhao, José M Bioucas-Dias
  IEEE Trans. Geosci. Remote Sens.   [PDF]  [PyTorch Demo]
  

• Degradation Accordant Plug-and-Play for Low-Rank Tensor Completion
  Yexun Hu, Tai-Xiang Jiang*, Xi-Le Zhao
  IJCAI 2022   [PDF]  [Supplementary_Material]
  

• HLRTF: Hierarchical Low-Rank Tensor Factorization for Inverse Problems in Multi-Dimensional Imaging
  Yisi Luo, Xi-Le Zhao*, Deyu Meng, Tai-Xiang Jiang
  IEEE CVPR 2022   [PDF]
  

• UConNet: Unsupervised Controllable Network for Image and Video Deraining
  Junhao Zhuang, Yisi Luo, Xile Zhao*, Taixiang Jiang, Bichuan Guo
  ACM MM 2022   [PDF]
  

• Tensor Completion via Complementary Global, Local, and Nonlocal Priors(ESI Highly Cited)
  Xi-Le Zhao#, Jing-Hua Yang#, Tian-Hui Ma, Tai-Xiang Jiang*, Michael K. Ng, Ting-Zhu Huang
  IEEE Trans. Image Process.   [PDF]
  

• Self-Supervised Nonlinear Transform-Based Tensor Nuclear Norm for Multi-Dimensional Image Recovery
  Yi-Si Luo, Xi-Le Zhao*, Tai-Xiang Jiang, Yi Chang, Michael K. Ng, Chao Li
  IEEE Trans. Image Process.   [PDF]
  

• LAGConv: Local-context Adaptive Convolution Kernels with Global Harmonic Bias for Pansharpening
  Zi-Rong Jin, Tian-Jing Zhang, Tai-Xiang Jiang, Gemine Vivone, Liang-Jian Deng*
  AAAI 2022 [PDF] [code]

• Multiscale Feature Tensor Train Rank Minimization for Multidimensional Image Recovery
  Hao Zhang, Xi-Le Zhao*, Tai-Xiang Jiang, Michael K. Ng, Ting-Zhu Huang
  IEEE Trans. Cybern.  [PDF]
  

• Hyperspectral Image Super-resolution via Deep Spatio-spectral Convolutional Neural Networks
  Jin-Fan Hu, Ting-Zhu Huang*, Liang-Jian Deng*, Tai-Xiang Jiang, Gemine Vivone, Jocelyn Chanussot
  IEEE Trans. Neural Netw. Learn. Syst.  [PDF]  [Project Page]
  

• An Approximation Method of CP Rank for Third-order Tensor Completion
  Chao Zeng*, Tai-Xiang Jiang, Michael K. Ng
  Numerische Mathematik   [PDF]
  

• Rain Streaks Removal for Single Image via Kernel-Guided Convolutional Neural Network
  Ye-Tao Wang, Xi-Le Zhao*, Tai-Xiang Jiang, Liang-Jian Deng, Yi Chang, Ting-Zhu Huang
  IEEE Trans. Neural Netw. Learn. Syst.   [PDF]  [Pyhton Demo]
  

• Fully-Connected Tensor Network Decomposition for Higher-Order Tensor Completion
  Yu-Bang Zheng, Ting-Zhu Huang*, Xi-Le Zhao*, Qi-Bin Zhao, Tai-Xiang Jiang
  AAAI 2021   [PDF]  [Matlab Demo]
  

• Multi-dimensional Visual Data Completion via Low-Rank Tensor Representation under Coupled Transform
  Jian-Li Wang, Ting-Zhu Huang*, Xi-Le Zhao*, Tai-Xiang Jiang, Michael K. Ng
  IEEE Trans. Image Process.   [PDF]
  

• A Tensor Subspace Representation Method for Hyperspectral Image Denoising
  Jie Lin, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang, Lina Zhuang
  IEEE Trans. Geosci. Remote Sens.   [PDF]  [Matlab Demo]