Xi-Le Zhao (赵熙乐)

Xi-Le Zhao
(赵熙乐)

IEEE Senior Member
Stanford University World's Top 2% Scientists (lifetime)
Office: Room A403, Innovation Center, Qingshuihe Campus, Chengdu, Sichuan, China

📄 Selected Publications

Surveys

  • Continuous Representation Methods, Theories, and Applications: An Overview and Perspectives
    Yi-Si Luo, Xi-Le Zhao, De-Yu Meng
    SCIENCE CHINA Information Sciences
  • 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
    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
  • Revisiting 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
    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.
  • 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
  • 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 (UTD-24)

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]
  • 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]
  • 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]

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]