Xile Zhao  赵熙乐

    University of Electronic Science and Technology of China, Chengdu, China

    Email: xlzhao122003@163.com

    Office: the main building A1-517b, Qingshuihe Campus, Chengdu, Sichuan, China

Experiences:

I am a Professor in the School of Mathematical Science at University of Electronic Science and Technology of China (UESTC).

In 2012, I received my Ph.D. in Applied Mathematics from UESTC, advised by Prof. Ting-Zhu Huang (黄廷祝 教授).

From 2013 to 2014, I worked as a post-doc with Prof. Michael Ng (吴国宝 教授) at Hong Kong Baptist University.

From 2016 to 2017, I worked as a visiting scholar Prof. Jose M. Bioucas Dias at Instituto Superior Técnico.

My research interest is image processing, computer vision, and machine learning.

 

Selected Publications:


Preprint
  • Fully-Connected Tensor Network Decomposition for Robust Tensor Completion Problem
    Yun-Yang Liu, Xi-Le Zhao, Guang-Jin Song, Yu-Bang Zheng, Ting-Zhu Huang
  • Nonlocal Patch-Based Fully-Connected Tensor Network Decomposition for Remote Sensing Image Inpainting
    Wen-Jie Zheng, Xi-Le Zhao, Yu-Bang Zheng, Zhi-Feng Pang
2021
  • 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. [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.
  • 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.
  • Multi-Scale Features Tensor Train Minimization for Multi-Dimensional Images Recovery and Recognition
    Hao Zhang, Xi-Le Zhao, Tai-Xiang Jiang, Michael K. Ng, Ting-Zhu Huang
    IEEE Trans. Cybernetics
  • 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 Conference on Artificial Intelligence (AAAI)
  • Hyperspectral Denoising Using Unsupervised Disentangled Spatio-Spectral Deep Priors
    Yu-Chun Miao, Xi-Le Zhao, Xiao Fu, Jian-Li Wang,Bang-Yu Zheng
    IEEE Trans. Geosci. Remote Sens.
  • A Tensor Subspace Representation Method for Hyperspectral Image Denoising
    Jie Lin, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang, Li-Na Zhuang
    IEEE Trans. Geosci. Remote Sens.
  • Hyperspectral Image Restoration by Tensor Fibered Rank Constrained Optimization and Plug-And-Play Regularization
    Yun-Yang Liu, Xi-Le Zhao, Yu-Bang Zheng, Tian-Hui Ma, Hongyan Zhang
    IEEE Trans. Geosci. Remote Sens. [Matlab_Code]
  • 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
  • Unsupervised Image Deraining: Optimization Model Driven Deep CNN
    Changfeng Yu, Yi Chang, Yi Li, Xi-Le Zhao, Luxin Yan
    ACM International Conference on Multimedia
  • 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
  • Unsupervised Hyperspectral Mixed Noise Removal Via Spatial-Spectral Constrained Deep Image Prior
    Yi-Si Luo, Xi-Le Zhao, Tai-Xiang Jiang, Bang-Yu Zheng, Yi Chang
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
 
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
    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]
  • Weighted Low-Rank Tensor Recovery for Hyperspectral Image Restoration
    Yi Chang, Luxin Yan, Xi-Le Zhao, Houzhang Fang, Zhijun Zhang, Sheng Zhong
    IEEE Trans. Cybernetics [Matlab_Code]
  • Hyperspectral and Multisectral Image Fusion via Nonlocal Low-Rank Tensor Decomposition and Spectral Unmixing
    Kaidong Wang, Yao Wang, Xi-Le Zhao, Deyu Meng, Jonathan Cheung, Wai Chan, Zongben Xu
    IEEE Trans. Geosci. Remote Sens.
  • Spectrum Cartography via Coupled Block-Term Tensor Decomposition
    Yong-Guo Zhang, Xiao Fu, Jun Wang, Xi-Le Zhao, Mingyi Hong
    IEEE Trans. Signal Process.
  • Hyperspectral Image Compressive Sensing Reconstruction Using Subspace-Based Non-Local Tensor Ring Decomposition
    Yong Chen, Ting-Zhu Huang, Wei He, Naoto Yokoya, Xi-Le Zhao
    IEEE Trans. Image Process.
  • Patched-Tube Unitary Transform for Robust Tensor Completion
    Michael K. Ng, Xiongjun Zhang, Xi-Le Zhao
    Pattern Recognition
  • Nonlocal Tensor-Ring Decomposition for Hyperspectral Image Denoising
    Yong Chen, Wei He, Naoto Yokoya, Ting-Zhu Huang, Xi-Le Zhao
    IEEE Trans. Geosci. Remote Sens.
  • Remote Sensing Images Destriping Using Unidirectional Hybrid Total Variation and Nonconvex Low-Rank Regularization
    Jing-Hua Yang, Xi-Le Zhao, Tian-Hui Ma, Yong Chen, Ting-Zhu Huang, Meng Ding
    Journal of Computational and Applied Mathematics
  • 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
    Yu-Gang 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
    Journal of Computational and Applied Mathematics [Matlab_Code]
  • Tensor Train Rank Minimization with Hybrid Smoothness for Visual Data Recovery
    Jing-Hua Yang, Xi-Le Zhao, Tian-Hui Ma, Meng Ding, Ting-Zhu Huang
    Applied Mathematical Modelling [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, Teng-Yu Ji, Tai-Xiang Jiang, Tian-Hui Ma
    Applied Mathematical Modelling [Matlab_Code]
 
2019
  • FastDeRain: A Novel Video Rain Streak Removal Method Using Directional Gradient Priors  (ESI Highly Cited Paper)
    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
    Applied Mathematical Modelling [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]
  • Low-Rank Tensor Completion via Combined Non-Local Self-Similarity and Low-Rank Regularization
    Xiao-Tong Li, Xi-Le Zhao, Tai-Xiang Jiang, Yu-Bang Zheng, Teng-Yu Ji, Ting-Zhu Huang
    Neurocomputing [Matlab_Code]
  • Toward Universal Stripe Removal via Wavelet Based Deep Convolutional Neural Network
    Yi Chang, Meiya Chen, Luxin Yan, Xi-Le Zhao, Sheng Zhong
    IEEE Trans. Geosci. Remote Sens.
  • Reweighted Blocks Sparsity Regularization for Remote Sensing Images Destriping
    Jian-Li Wang, Ting-Zhu Huang, Xi-Le Zhao, Jie Huang, Tian-Hui Ma, Yu-Bang Zheng
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing [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
  • A Sheared Low-Rank Model for Oblique Stripe Removal
    Jian-Li Wang, Ting-Zhu Huang, Tian-Hui Ma, Xi-Le Zhao, Yong Chen
    Applied Mathematics and Computation [Matlab_Code]
  • A Total Variation and Group Sparsity Based Tensor Optimization Model for Video Rain Streak Removal
    Ye-Tao Wang, Xi-Le Zhao, Tai-Xiang Jiang, Liang-Jian Deng, Yue-Tian Zhang
    Signal Processing: Image Communcation [Matlab_Code]
  • Rain Streaks Removal for Single Image via Directional Total Variation Regularization
    Yu-Gang Wang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Tai-Xiang Jiang
    International Conference on Image Processing (ICIP)
 
2018
  • Hyperspectral Image Restoration via Total Variation Regularized Low-Rank Tensor Decomposition  (ESI Highly Cited Paper)
    Yao Wang, Jiang-Jun Peng, Yee Leung, Xi-Le Zhao, De-Yu Meng
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing [Matlab_Code]
  • Destriping of Multispectral Remote Sensing Image Using Low-Rank Tensor Decomposition
    Yong Chen, Ting-Zhu Huang, Xi-Le Zhao
    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
    Information Sciences
  • A Directional Global Sparse Model for Single Image Rain Removal
    Liang-Jian Deng, Ting-Zhu Huang, Xi-Le Zhao
    Applied Mathematical Modelling [Matlab_Code]
 
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
    Conference on Computer Vision and Pattern Recognition (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]
  • A Variational Approach for Restoring Images Corrupted by Noisy Blur Kernels and Additive Noise
    Michael Ng, Wei Wang, Xi-Le Zhao
    Numerical Linear Algebra with Applications
 
2016
  • Multiplicative Noise and Blur Removal by Framelet Decomposition and l1-Based L-Curve Method
    Fan Wang, Xi-Le Zhao, Michael Ng
    IEEE Trans. Image Process.
  • 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]
  • SAR Image Despeckling by the Use of Variational Methods with Adaptive Nonlocal Functionals
    Xiao-Shuang Ma, Huan-Feng Shen, Xi-Le Zhao, Liang-Pei Zhang
    IEEE Trans. Geosci. Remote Sens.
 
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 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 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:

    Journal Reviewer:

        International Conference on Computer Vision
        SIAM Journal on Imaging Sciences
        SIAM Journal on Scientific Computing
        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 Journal of Selected Topics in Applied Earth Observations and Remote Sensing
        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
        Neurocomputing
       Information Science
       Knowledge-Based Systems
 

Awards:

      四川省科学技术进步奖一等奖(自然科学类)

      四川省科学技术进步奖一等奖(科技进步类)

      中国计算数学学会青年优秀论文竞赛二等奖

      四川省学术和技术带头人后备人选

      首届川渝科技学术大会优秀论文一等奖

      首届四川省数学会应用数学奖二等奖

      电子科技大学“校百人计划”

      电子科技大学青年人才学术托举工程(交叉学科项目)

      首届电子科技大学研究生优秀导学团队奖

 

Reproducible Research: