📄 Selected Publications

Surveys

• Continuous Representation Methods, Theories, and Applications: An Overview and Perspectives
  Yi-Si Luo, Xi-Le Zhao, De-Yu Meng
  ArXiv:2505.15222

• Tensor Network Decomposition for Data Recovery: Recent Advancements and Future Prospects
  Yu-Bang Zheng, Xi-Le Zhao, Heng-Chao Li, Chao Li, Ting-Zhu Huang, Qibin Zhao
  Neural Networks

2026

• Gaussian Splatting-based Low-rank Tensor Representation for Multi-Dimensional Image Recovery
  Yi-Ming Zeng, Xi-Le Zhao, Wei-Hao Wu, Teng-Yu Ji
  CVPR

• Importance-Aware Nonlocal Tensor Nuclear Norm for High-Dimensional Image Recovery
  Ben-Zheng Li, Xi-Le Zhao, Hao Zhang, De-Lin Chu
  Inverse Problems

• Topology-Induced Low-Rank Tensor Representation for Spatio-Temporal Traffic Data Imputation
  Zhi-Long Han, Ting-Zhu Huang, Xi-Le Zhao, Ben-Zheng Li, Meng Ding
  IEEE Trans. Knowledge Data Eng.

• Dictionary-Based Block Term Decomposition for Third-Order Tensors
  Ben-Zheng Li, Xi-Le Zhao, Hao Zhang, De-Lin Chu
  SIAM Journal on Imaging Sciences

• A Unified Sentinel-2 Imagery Thick Cloud Removal and Rescaling Framework from A Continuous Perspective
  Wei-Hao Wu, Ting-Zhu Huang, Xi-Le Zhao, Xingwen Quan, Yu-Bang Zheng, Deyu Meng
  IEEE Trans. Geosci. Remote Sens.

2025

• Revisiting Nonlocal Self-Similarity from Continuous Representation
  Yi-Si Luo, Xi-Le Zhao, De-Yu Meng
  IEEE Trans. Pattern Anal. Mach. Intell. [Pytorch Code]

• Functional Tensor Singular Value Decomposition
  Chuan Wang, Xi-Le Zhao, Yu-Bang Zheng, Ben-Zheng Li, Michael K. Ng
  SIAM Journal on Scientific Computing

• NeurTV: Total Variation on the Neural Domain
  Yi-Si Luo, Xi-Le Zhao, Kai Ye, De-Yu Meng
  SIAM Journal on Imaging Sciences [Pytorch Code]

• Frequency-Aware Implicit Neural Representation for Multi-Dimensional Data Recovery
  Ting-Wei Zhou, Xi-Le Zhao, Wei-Hao Wu, Jian-Li Wang, Yi-Si Luo
  IEEE Trans. Circ. Syst. Video Tech.

• DTR: A Unified Deep Tensor Representation Framework for Multimedia Data Recovery
  Ting-Wei Zhou, Xi-Le Zhao, Jian-Li Wang, Yi-Si Luo, Min Wang, Xiao-Xuan Bai, Hong Yan
  IEEE Trans. Multimedia

• STINR: Deciphering Spatial Transcriptomics via Implicit Neural Representation
  Yi-Si Luo, Xi-Le Zhao, Kai Ye, De-Yu Meng
  CVPR [Pytorch Code]

• Slice-Wise Irregular Tensor Decomposition and Its Application
  Hao Zhang, Ting-Zhu Huang, Xi-Le Zhao, Lu-Bin Cui, Michael K. Ng
  J. Sci. Comput.

• Forecasting Sparse Movement Speed of Urban Road Networks with Nonstationary Temporal Matrix Factorization
  Xinyu Chen, Chengyuan Zhang, Xi-Le Zhao, Nicolas Saunier， Lijun Sun
  Transportation Science

2024

• Low-Rank Tensor Function Representation for Multi-Dimensional Data Recovery
  Yi-Si Luo, Xi-Le Zhao, Zhe-Min Li, Michael K. Ng, De-Yu Meng
  IEEE Trans. Pattern Anal. Mach. Intell. [Pytorch Code]

• SVDinsTN: A Tensor Network Paradigm for Efficient Structure Search from Regularized Modeling Perspective
  Yu-Bang Zheng, Xi-Le Zhao, Junhua Zeng, Chao Li, Qibin Zhao, Heng-Chao Li, Ting-Zhu Huang
  CVPR

• High-Order Tensor Singular Value Decomposition from Basic Element Perspective
  Sheng Liu, Xi-Le Zhao, Jin-Song Leng, Ben-Zheng Li, Jing-Hua Yang, Xin-Yu Chen
  IEEE Trans. Signal Process. [MATLAB Code]

• Learnable Transform-Assisted Tensor Decomposition for Spatial-Irregular Multidimensional Data Recovery
  Yu-Chun Miao, Xi-Le Zhao, Jian-Li Wang, Xiao Fu, Yao Wang
  IEEE Trans. Comput. Imaging

• Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior
  Hao Zhang, Ting-Zhu Huang, Xi-Le Zhao, Shu-Qin Zhang, Jin-Yu Xie, Tai-Xiang Jiang, Michael K. Ng
  ACM Trans. Knowl. Discov. Data.

• The Generalized Tensor Decomposition with Heterogeneous Tensor Product for Third-Order Tensors
  Yun-Yang Liu, Xi-Le Zhao, Meng Ding, Jianjun Wang , Tai-Xiang Jiang , Ting-Zhu Huang
  J. Sci. Comput.

• A Fast Algorithm for Rank-(L, M, N) Block Term Decomposition of Multi-Dimensional Data
  Hao Zhang, Ting-Zhu Huang, Xi-Le Zhao, Mao-Lin Che
  J. Sci. Comput.

• Forecasting Urban Traffic States with Sparse Data Using Hankel Temporal Matrix Factorization
  Xin-Yu Chen, Xi-Le Zhao, Chuan Chen
  INFORMS Journal on Computing

2023

• A Learnable Group-Tube Transform Induced Tensor Nuclear Norm and Its Application for Tensor Completion
  Ben-Zheng Li, Xi-Le Zhao, Xiong-Jun Zhang, Teng-Yu Ji, Xin-Yu Chen, Michael K. Ng
  SIAM Journal on Imaging Sciences

• Spatial-Spectral-Temporal Connective Tensor Network Decomposition for Thick Cloud Removal
  Wen-Jie Zheng, Xi-Le Zhao, Yu-Bang Zheng, Jie Lin, Lina Zhuang, Ting-Zhu Huang
  ISPRS Journal of Photogrammetry and Remote Sensing [MATLAB Code]

• 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.

• H2TF for Hyperspectral Image Denoising: Where Hierarchical Nonlinear Transform Meets Hierarchical Matrix Factorization
  Jia-Yi Li, Jin-Yu Xie, Yi-Si Luo, Xi-Le Zhao, Jian-Li Wang
  IEEE Geosci. Remote. Sens. Lett.

2022

• HLRTF: Hierarchical Low-Rank Tensor Factorization for Inverse Problems in Multi-Dimensional Imaging
  Yi-Si Luo, Xi-Le Zhao, De-Yu Meng, Tai-Xiang Jiang
  CVPR [Pytorch Code]

• UConNet: Unsupervised Controllable Network for Image and Video Deraining
  Jun-Hao Zhuang, Yisi Luo, Xi-Le Zhao, Tai-Xiang Jiang, Bichuan Guo
  ACM International Conference on Multimedia

• Nonlinear Transform Based Tensor Nuclear Norm for Low-Rank Tensor Completion
  Ben-Zheng Li, Xi-Le Zhao, Teng-Yu Ji, Xiong-Jun Zhang, Ting-Zhu Huang
  J. Sci. Comput. [MATLAB Code]

• Multi-Dimensional Image Recovery via Fully-Connected Tensor Network Decomposition Under the Learnable Transforms
  Cheng-Yao Lyu, Xi-Le Zhao, Ben-Zheng Li, Hao Zhang, Ting-Zhu Huang
  J. Sci. Comput.

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

• 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.

• 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. Cybernetics

• Hyperspectral Denoising Using Unsupervised Disentangled Spatiospectral Deep Priors
  Yu-Chun Miao, Xi-Le Zhao, Xiao Fu, Jian-Li Wang, Yu-Bang Zheng
  IEEE Trans. Geosci. Remote Sens.

• Robust Thick Cloud Removal for Multi-Temporal Remote Sensing Images Using Coupled Tensor Factorization
  Jie Lin, Ting-Zhu Huang, Xi-Le Zhao, Yong Chen, Qiang Zhang, Qiangqiang Yuan
  IEEE Trans. Geosci. Remote Sens.

2021

• Tensor Completion via Collaborative Sparse and Low-Rank Transforms
  Ben-Zheng Li, Xi-Le Zhao, Jian-Li Wang, Yong Chen, Tai-Xiang Jiang, Jun Liu
  IEEE Trans. Comput. Imaging

• 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. [TensorFlow Code]

• 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.

• Fully-Connected Tensor Network Decomposition and Its Application to Higher-Order Tensor Completion
  Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Qibin Zhao, Tai-Xiang Jiang
  AAAI Conference on Artificial Intelligence (AAAI) [MATLAB Code]

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

• Hyperspectral Super-Resolution via Interpretable Block-Term Tensor Modeling
  Meng Ding, Xiao Fu, Ting-Zhu Huang, Jun Wang, Xi-Le Zhao
  IEEE Journal of Selected Topics in Signal Processing

2020

• Deep Plug-and-Play Prior for Low-Rank Tensor Completion
  Xi-Le Zhao, Wen-Hao Xu, Tai-Xiang Jiang, Yao Wang, Michael K. Ng
  Neurocomputing [MATLAB Code]

• Framelet Representation of Tensor Nuclear Norm for Third-Order Tensor Completion
  Tai-Xiang Jiang, Michael K. Ng, Xi-Le Zhao, Ting-Zhu Huang
  IEEE Trans. Image Process. [MATLAB Code]

• Mixed Noise Removal in Hyperspectral Image via Low-Fibered-Rank Regularization (ESI Highly Cited Paper)
  Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang, Tian-Hui Ma, Teng-Yu Ji
  IEEE Trans. Geosci. Remote Sens. [MATLAB Code]

• Double-Factor-Regularized Low-Rank Tensor Factorization for Mixed Noise Removal in Hyperspectral Image
  Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Yong Chen, Wei He
  IEEE Trans. Geosci. Remote Sens. [MATLAB Code]

• Spectrum Cartography via Coupled Block-Term Tensor Decomposition
  Guoyong Zhang, Xiao Fu, Jun Wang, Xi-Le Zhao, Mingyi Hong
  IEEE Trans. Signal Process.

• Multi-Dimensional Imaging Data Recovery via Minimizing the Partial Sum of Tubal Nuclear Norm
  Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng
  J. Comput. Appl. Math. [MATLAB Code]

• Tensor Factorization with Total Variation and Tikhonov Regularization for Low-Rank Tensor Completion in Imaging Data
  Xue-Lei Lin, Michael K. Ng, Xi-Le Zhao
  Journal of Mathematical Imaging and Vision [MATLAB Code]

• Tensor N-Tubal Rank and Its Convex Relaxation for Low-Rank Tensor Recovery
  Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang, Teng-Yu Ji, Tian-Hui Ma
  Information Science [MATLAB Code]

2019

• FastDeRain: A Novel Video Rain Streak Removal Method Using Directional Gradient Priors
  Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng,Yao Wang
  IEEE Trans. Image Process. [MATLAB Code]

• Low-Rank Tensor Completion Using Matrix Factorization Based on Tensor Train Rank and Total Variation
  Meng Ding, Ting-Zhu Huang，Teng-Yu Ji，Xi-Le Zhao, Jing-Hua Yang
  J. Sci. Comput. [MATLAB Code]

• Low-Rank Tensor Completion via Smooth Matrix Factorization
  Yu-Bang Zheng, Ting-Zhu Huang, Teng-Yu Ji, Xi-Le Zhao, Tai-Xiang Jiang, Tian-Hui Ma
  Applied Mathematical Modelling [MATLAB Code]

• A Variational Model with Hybrid Hyper-Laplacian Priors for Retinex
  Ming-Hui Cheng, Ting-Zhu Huang, Xi-Le Zhao, Tian-Hui Ma, Jie Huang
  Applied Mathematical Modelling

2018

• Hyperspectral Image Restoration via Total Variation Regularized Low-Rank Tensor Decomposition (ESI Highly Cited Paper)
  Yao Wang, Jiangjun Peng, Qian Zhao, Yee Leung, Xi-Le Zhao, Deyu Meng
  IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing [MATLAB Code]

• Matrix Factorization for Low-Rank Tensor Completion Using Framelet Prior
  Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Teng-Yu Ji, Liang-Jian Deng
  Information Sciences

2017

• A Novel Tensor-Based Video Rain Streaks Removal Approach via Utilizing Discriminatively Intrinsic Priors
  Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Yao Wang
  CVPR [MATLAB Code]

• A Non-Convex Tensor Rank Approximation for Tensor Completion
  Teng-Yu Ji, Ting-Zhu Huang, Xi-Le Zhao, Tian-Hui Ma, Liang-Jian Deng
  Applied Mathematical Modelling [MATLAB Code]

2016

• Tensor Completion Using Total Variation and Low-Rank Matrix Factorization
  Teng-Yu Ji, Ting-Zhu Huang, Xi-Le Zhao, Tian-Hui Ma, Gang Liu
  Information Sciences [MATLAB Code]

2015

• Alternating Direction Method of Multipliers for Nonlinear Image Restoration Problems
  Chuan Chen, Michael K. Ng, Xi-Le Zhao
  IEEE Trans. Image Process.

2014

• A New Convex Optimization Model for Multiplicative Noise and Blur Removal (ESI Highly Cited Paper)
  Xi-Le Zhao, Fan Wang, Michael K. Ng
  SIAM Journal on Imaging Sciences [MATLAB Code]

2013

• Total Variation Structured Total Least Squares Method for Image Restoration</span>
  Xi-Le Zhao, Wei Wang, Tie-Yong Zeng, Ting-Zhu Huang, Michael K. Ng
  SIAM Journal on Scientific Computing

• Deblurring and Sparse Unmixing for Hyperspectral Images</span>
  Xi-Le Zhao, Fan Wang, Ting-Zhu Huang, Michael K. Ng, Robert J. Plemmons
  IEEE Trans. Geosci. Remote Sens. [MATLAB Code]