Selected Publications:
Book Chapter
- 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) （Link)
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.
- 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
- Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior
Yu-Chun Miao, Xi-Le Zhao, Jian-Li Wang, Xiao Fu, Yao Wang
IEEE Trans. Comput. Imaging
- Multi-Dimensional Data Recovery via Feature-Based Fully-Connected Tensor Network Decomposition
Zhi-Long Han, Ting-Zhu Huang, Xi-Le Zhao, Hao Zhang, Yun-Yang Liu
IEEE Trans. Big Data
- Provable Stochastic Algorithm for Large-Scale Fully-Connected Tensor Network
Decomposition
Wen-Jie Zheng, Xi-Le Zhao, Yu-Bang Zheng, Ting-Zhu Huang
J. Sci. Comput.
- Fully-Connected Tensor Network Decomposition for Robust Tensor Completion Problem
Yun-Yang Liu, Xi-Le Zhao, Guang-Jin Song, Yu-Bang Zheng, Michael K. Ng, Ting-Zhu Huang
Inverse Problems and Imaging
[MATLAB Code]
- Superpixel-Oriented Thick Cloud Removal Method
for Multi-Temporal Remote Sensing Images
Qin Jiang, Xi-Le Zhao, Jie Lin, Jing-Hua Yang, Jiangtao Peng, Tai-Xiang Jiang
IEEE Geosci. Remote. Sens. Lett.
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.
- Unsupervised Domain Factorization Network for Thick Cloud Removal of Multi-Temporal Remotely Sensed Images
Jian-Li Wang, Xi-Le Zhao, Heng-Chao Li, Ke-Xiang Cao, Jiaqing Miao, Ting-Zhu Huang
IEEE Trans. Geosci. Remote Sens.
- Hyperspectral Image Denoising: Reconciling Sparse and Low-Tensor-Ring-Rank Priors in the Transformed Domain
Hao Zhang, Ting-Zhu Huang, Xi-Le Zhao, Wei He, Jae Kyu Choi, Yu-Bang Zheng
IEEE Trans. Geosci. Remote Sens.
- 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.
- Unsupervised Video Rain Streaks Removal with Deep Foreground-Background Modeling
Jun-Hao Zhuang, Yi-Si Luo, Xi-Le Zhao, Tai-Xiang Jiang, Yi Chang, Jun Liu
J. Comput. Appl. Math.
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 Fully-Connected Tensor Network Decomposition with Regularized Factors
Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Qibin Zhao
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.
- A Fast Sketching-Based Algorithm for Rank-(L, L, 1) Block Term Decomposition
Hao Zhang, Ting-Zhu Huang, Xi-Le Zhao
Applied Mathematics Letters
- Low-Rank Tensor Completion Method for Implicitly Low-Rank Visual Data
Teng-Yu Ji, Xi-Le Zhao, Dong-Lin Sun
IEEE Signal Processing Letters
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.
- Tensor Train Rank Minimization with Nonlocal Self-Similarity for Tensor Completion
Meng Ding, Ting-Zhu Huang, Xi-Le Zhao, Michael K. Ng, Tian-Hui Ma
Inverse Problems and Imaging
- 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
- Hyperspectral Mixed Noise Removal via Spatial-Spectral Constrained Unsupervised Deep Image Prior
Yi-Si Luo, Xi-Le Zhao, Tai-Xiang Jiang, Yu-Bang Zheng, Yi Chang
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Reconciling Hand-Crafted and Self-Supervised Deep Priors for Video Directional Rain Streaks Removal
Jun-Hao Zhuang, Yi-Si Luo, Xi-Le Zhao, Tai-Xiang Jiang
IEEE Signal Processing Letters
- Nonlocal Patch-Based Fully Connected Tensor Network Decomposition for Multispectral Image Inpainting
Wen-Jie Zheng, Xi-Le Zhao, Yu-Bang Zheng, Zhi-Feng Pang
IEEE Geosci. Remote. Sens. Lett.
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.
- Low-Rank Tensor Train for Tensor Robust Principal Component Analysis
Jing-Hua Yang, Xi-Le Zhao, Teng-Yu Ji, Tian-Hui Ma, Ting-Zhu Huang
Applied Mathematics and Computation
[Matlab Code]
- Video Deraining via Nonlocal Low-Rank Regularization
Yugang Wang, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang
Applied Mathematical Modelling
- 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
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
Xi-Le Zhao, Fan Wang, Ting-Zhu Huang, Michael K. Ng, Robert J. Plemmons
IEEE Trans. Geosci. Remote Sens.
[Matlab Code]
Fundings:
National Natural Science Foundation of China (国家自然科学基金面上项目, NSFC 12371456), 2024-2027
National Natural Science Foundation of China (国家自然科学基金面上项目, NSFC 61876203), 2019-2022
National Natural Science Foundation of China (国家自然科学基金青年项目, NSFC 61402082), 2015-2017
Academic Activities:
Jury member for PhD thesis defense (Skoltech, supervised by Professor Andrzej Cichocki)
Journal Reviewer:
CVPR, ICCV, ECCV, KDD, IJCAI, ACM MM
IEEE Transactions on Pattern Analysis and Machine Intelligence
SIAM Journal on Imaging Sciences
SIAM Journal on Scientific Computing
SIAM Journal on Matrix Analysis and Applications Computing
SIAM Journal on Mathematics of Data Science
Advances in Computational Mathematics
Journal of Scientific Computing
Journal of Mathematical Imaging and Vision
Inverse Problems and Imaging
ISPRS Journal of Photogrammetry and Remote Sensing
IEEE Transactions on Image Processing
IEEE Transactions on Geoscience and Remote Sensing
IEEE Journal of Selected Topics in Signal Processing
IEEE Transactions on Signal Processing
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Cybernetics
IEEE Transactions on Neural Networks and Learning Systems
IEEE Transactions on Multimedia
ACM Transactions on Intelligent Systems and Technology
Neural Networks
Information Fusion
Signal Processing
Journal of Computational and Applied Mathematics
Applied Mathematical Modelling
Applied Mathematics and Computation
Applied Mathematics Letters
Journal of the Franklin Institute
Pattern Recognition
Information Science
Knowledge-Based Systems
Awards:
Stanford University World's Top 2% Scientists (2021, 2022 and 2023)
The First Prize of Science and Technology Progress Award of Sichuan Province (2013 and 2015)
The Second Prize in the Contest of Outstanding Young Essay awarded by Chinese Computational Mathematics Society
The backup candidate for the Academic and Technological Leader Program of Sichuan Province
The First Prize of Outstanding Essay for Sichuan and Chongqing Science and Technology Conference Award of Sichuan and Chongqing Association for Science and Technology (2020 and 2021)
The Second Prize of Applied Mathematics Award of Sichuan Mathematics Society
The Hundred-Talent Program of University of Electronic Science and Technology of China
