Selected Publications
A curated list of representative publications. For the full list, please see my Google Scholar profile.
Surveys
Continuous Representation Methods, Theories, and Applications: An Overview and Perspectives
SCIENCE CHINA Information Sciences
Tensor Network Decomposition for Data Recovery: Recent Advancements and Future Prospects
Neural Networks
2026
Gaussian Splatting-based Low-rank Tensor Representation for Multi-Dimensional Image Recovery
CVPR
Importance-Aware Nonlocal Tensor Nuclear Norm for High-Dimensional Image Recovery
Inverse Problems
Topology-Induced Low-Rank Tensor Representation for Spatio-Temporal Traffic Data Imputation
IEEE Trans. Knowledge Data Eng.
Dictionary-Based Block Term Decomposition for Third-Order Tensors
SIAM Journal on Imaging Sciences
A Unified Sentinel-2 Imagery Thick Cloud Removal and Rescaling Framework from A Continuous Perspective
IEEE Trans. Geosci. Remote Sens.
Block Customized Topology Term Decomposition for High-Dimensional Image Reconstruction
IEEE Trans. Image Process.
2025
Revisiting Nonlocal Self-Similarity from Continuous Representation
IEEE Trans. Pattern Anal. Mach. Intell. PyTorch Code
Functional Tensor Singular Value Decomposition
SIAM Journal on Scientific Computing
NeurTV: Total Variation on the Neural Domain
SIAM Journal on Imaging Sciences PyTorch Code
Frequency-Aware Implicit Neural Representation for Multi-Dimensional Data Recovery
IEEE Trans. Circ. Syst. Video Tech.
DTR: A Unified Deep Tensor Representation Framework for Multimedia Data Recovery
IEEE Trans. Multimedia
STINR: Deciphering Spatial Transcriptomics via Implicit Neural Representation
CVPR PyTorch Code
Slice-Wise Irregular Tensor Decomposition and Its Application
J. Sci. Comput.
Forecasting Sparse Movement Speed of Urban Road Networks with Nonstationary Temporal Matrix Factorization
Transportation Science
2024
Low-Rank Tensor Function Representation for Multi-Dimensional Data Recovery
IEEE Trans. Pattern Anal. Mach. Intell. PyTorch Code
SVDinsTN: A Tensor Network Paradigm for Efficient Structure Search from Regularized Modeling Perspective
CVPR
Revisiting High-Order Tensor Singular Value Decomposition from Basic Element Perspective
IEEE Trans. Signal Process. MATLAB Code
Learnable Transform-Assisted Tensor Decomposition for Spatial-Irregular Multidimensional Data Recovery
ACM Trans. Knowl. Discov. Data.
Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior
IEEE Trans. Comput. Imaging
The Generalized Tensor Decomposition with Heterogeneous Tensor Product for Third-Order Tensors
J. Sci. Comput.
A Fast Algorithm for Rank-(L, M, N) Block Term Decomposition of Multi-Dimensional Data
J. Sci. Comput.
Forecasting Urban Traffic States with Sparse Data Using Hankel Temporal Matrix Factorization
INFORMS Journal on Computing (UTD-24)
2023
A Learnable Group-Tube Transform Induced Tensor Nuclear Norm and Its Application for Tensor Completion
SIAM Journal on Imaging Sciences
Spatial-Spectral-Temporal Connective Tensor Network Decomposition for Thick Cloud Removal
ISPRS Journal of Photogrammetry and Remote Sensing MATLAB Code
Dictionary Learning with Low-Rank Coding Coefficients for Tensor Completion
IEEE Trans. Neural Netw. Learn. Syst.
H2TF for Hyperspectral Image Denoising: Where Hierarchical Nonlinear Transform Meets Hierarchical Matrix Factorization
IEEE Geosci. Remote. Sens. Lett.
2022
HLRTF: Hierarchical Low-Rank Tensor Factorization for Inverse Problems in Multi-Dimensional Imaging
CVPR PyTorch Code
Nonlinear Transform Based Tensor Nuclear Norm for Low-Rank Tensor Completion
J. Sci. Comput. MATLAB Code
Multi-Dimensional Image Recovery via Fully-Connected Tensor Network Decomposition Under the Learnable Transforms
J. Sci. Comput.
Tensor Completion via Complementary Global, Local, and Nonlocal Priors ESI Highly Cited Paper
IEEE Trans. Image Process. MATLAB Code
Self-Supervised Nonlinear Transform-Based Tensor Nuclear Norm for Multi-Dimensional Image Recovery
IEEE Trans. Image Process.
Multiscale Feature Tensor Train Rank Minimization for Multidimensional Image Recovery
IEEE Trans. Cybernetics
Hyperspectral Denoising Using Unsupervised Disentangled Spatiospectral Deep Priors
IEEE Trans. Geosci. Remote Sens.
Robust Thick Cloud Removal for Multi-Temporal Remote Sensing Images Using Coupled Tensor Factorization
IEEE Trans. Geosci. Remote Sens.
2021
Tensor Completion via Collaborative Sparse and Low-Rank Transforms
IEEE Trans. Comput. Imaging
Rain Streaks Removal for Single Image via Kernel-Guided Convolutional Neural Network
IEEE Trans. Neural Netw. Learn. Syst. TensorFlow Code
Multi-Dimensional Visual Data Completion via Low-Rank Tensor Representation Under Coupled Transform
IEEE Trans. Image Process.
Fully-Connected Tensor Network Decomposition and Its Application to Higher-Order Tensor Completion
AAAI Conference on Artificial Intelligence (AAAI) MATLAB Code
A Tensor Subspace Representation-Based Method for Hyperspectral Image Denoising
IEEE Trans. Geosci. Remote Sens.
Hyperspectral Super-Resolution via Interpretable Block-Term Tensor Modeling
IEEE Journal of Selected Topics in Signal Processing
2020
Deep Plug-and-Play Prior for Low-Rank Tensor Completion
Neurocomputing MATLAB Code
Framelet Representation of Tensor Nuclear Norm for Third-Order Tensor Completion
IEEE Trans. Image Process. MATLAB Code
Mixed Noise Removal in Hyperspectral Image via Low-Fibered-Rank Regularization ESI Highly Cited Paper
IEEE Trans. Geosci. Remote Sens. MATLAB Code
Double-Factor-Regularized Low-Rank Tensor Factorization for Mixed Noise Removal in Hyperspectral Image
IEEE Trans. Geosci. Remote Sens. MATLAB Code
Multi-Dimensional Imaging Data Recovery via Minimizing the Partial Sum of Tubal Nuclear Norm
J. Comput. Appl. Math. MATLAB Code
Tensor Factorization with Total Variation and Tikhonov Regularization for Low-Rank Tensor Completion in Imaging Data
Journal of Mathematical Imaging and Vision MATLAB Code
Tensor N-Tubal Rank and Its Convex Relaxation for Low-Rank Tensor Recovery
Information Sciences MATLAB Code
2019
FastDeRain: A Novel Video Rain Streak Removal Method Using Directional Gradient Priors
IEEE Trans. Image Process. MATLAB Code
Low-Rank Tensor Completion Using Matrix Factorization Based on Tensor Train Rank and Total Variation
J. Sci. Comput. MATLAB Code
Low-Rank Tensor Completion via Smooth Matrix Factorization
Applied Mathematical Modelling MATLAB Code
2018
Hyperspectral Image Restoration via Total Variation Regularized Low-Rank Tensor Decomposition ESI Highly Cited Paper
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing MATLAB Code
Matrix Factorization for Low-Rank Tensor Completion Using Framelet Prior
Information Sciences
2017
A Novel Tensor-Based Video Rain Streaks Removal Approach via Utilizing Discriminatively Intrinsic Priors
CVPR MATLAB Code
A Non-Convex Tensor Rank Approximation for Tensor Completion
Applied Mathematical Modelling MATLAB Code
2016
Tensor Completion Using Total Variation and Low-Rank Matrix Factorization
Information Sciences MATLAB Code
2015
Alternating Direction Method of Multipliers for Nonlinear Image Restoration Problems
IEEE Trans. Image Process.
2014
A New Convex Optimization Model for Multiplicative Noise and Blur Removal ESI Highly Cited Paper
SIAM Journal on Imaging Sciences MATLAB Code
2013
Total Variation Structured Total Least Squares Method for Image Restoration
SIAM Journal on Scientific Computing
Deblurring and Sparse Unmixing for Hyperspectral Images
IEEE Trans. Geosci. Remote Sens. MATLAB Code