An Adaptive Correction Approach for Tensor Completion. - Minru Bai; Xiongjun Zhang; Guyan Ni; Chunfeng Cui (SIAM J. Imaging Sci., 2016)

Nonconvex-TV Based Image Restoration with Impulse Noise Removal. - Xiongjun Zhang; Minru Bai; Michael K. Ng 001 (SIAM J. Imaging Sci., 2017)

Structured Convex Optimization Method for Orthogonal Nonnegative Matrix Factorization. - JunJun Pan; Michael K. Ng 001; Xiongjun Zhang (ICPR, 2018)

An Implementable Accelerated Alternating Direction Method of Multipliers for Low-Rank Tensor Completion. - Duo Qiu; Hu Zhu; Xiongjun Zhang (iThings/GreenCom/CPSCom/SmartData, 2018)

A Fast Algorithm for Deconvolution and Poisson Noise Removal. - Xiongjun Zhang; Michael K. Ng 001; Minru Bai (J. Sci. Comput., 2018)

Robust Tensor Completion Using Transformed Tensor SVD. - Guang-Jing Song; Michael K. Ng 001; Xiongjun Zhang (CoRR, 2019)

A Fast Algorithm for Solving Linear Inverse Problems with Uniform Noise Removal. - Xiongjun Zhang; Michael K. Ng 001 (J. Sci. Comput., 2019)

A Corrected Tensor Nuclear Norm Minimization Method for Noisy Low-Rank Tensor Completion. - Xiongjun Zhang; Michael K. Ng 001 (SIAM J. Imaging Sci., 2019)

A Nonconvex Relaxation Approach to Low-Rank Tensor Completion. - Xiongjun Zhang (IEEE Trans. Neural Networks Learn. Syst., 2019)

On O( max {n1, n2} log ( max {n1, n2} n3)) Sample Entries for n1 × n2 × n3 Tensor Completion via Unitary Transformation. - Guang-Jing Song; Michael K. Ng 001; Xiongjun Zhang (CoRR, 2020)

Fast algorithm with theoretical guarantees for constrained low-tubal-rank tensor recovery in hyperspectral images denoising. - Xi-Le Zhao; Hao Zhang 103; Tai-Xiang Jiang; Michael K. Ng 001; Xiongjun Zhang (Neurocomputing, 2020)

Robust tensor completion using transformed tensor singular value decomposition. - Guang-Jing Song; Michael K. Ng 001; Xiongjun Zhang (Numer. Linear Algebra Appl., 2020)

Patched-tube unitary transform for robust tensor completion. - Michael K. Ng 001; Xiongjun Zhang; Xi-Le Zhao (Pattern Recognit., 2020)

Robust low-rank tensor completion via transformed tensor nuclear norm with total variation regularization. - Duo Qiu; Minru Bai; Michael K. Ng 001; Xiongjun Zhang (Neurocomputing, 2021)

Auto-weighted robust low-rank tensor completion via tensor-train. - Chuan Chen 001; Zhebin Wu; Zitai Chen; Zibin Zheng; Xiongjun Zhang (Inf. Sci., 2021)

Robust Low Transformed Multi-Rank Tensor Methods for Image Alignment. - Duo Qiu; Minru Bai; Michael K. Ng 001; Xiongjun Zhang (J. Sci. Comput., 2021)

Orthogonal Nonnegative Tucker Decomposition. - Junjun Pan; Michael K. Ng 001; Ye Liu 014; Xiongjun Zhang; Hong Yan 001 (SIAM J. Sci. Comput., 2021)

Sparse Nonnegative Tucker Decomposition and Completion under Noisy Observations. - Xiongjun Zhang; Michael K. Ng 001 (CoRR, 2022)

Nonlinear Transform Induced Tensor Nuclear Norm for Tensor Completion. - Ben-Zheng Li; Xi-Le Zhao; Teng-Yu Ji; Xiongjun Zhang; Ting-Zhu Huang (J. Sci. Comput., 2022)

Robust tensor train component analysis. - Xiongjun Zhang; Michael K. Ng 001 (Numer. Linear Algebra Appl., 2022)

Low Rank Tensor Completion With Poisson Observations. - Xiongjun Zhang; Michael K. Ng 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Sparse Nonnegative Tensor Factorization and Completion With Noisy Observations. - Xiongjun Zhang; Michael K. Ng 001 (IEEE Trans. Inf. Theory, 2022)

Tensor completion via convolutional sparse coding with small samples-based training. - Tianchi Liao; Zhebin Wu; Chuan Chen 001; Zibin Zheng; Xiongjun Zhang (Pattern Recognit., 2023)

A Learnable Group-Tube Transform Induced Tensor Nuclear Norm and Its Application for Tensor Completion. - Ben-Zheng Li; Xi-Le Zhao; Xiongjun Zhang; Teng-Yu Ji; Xinyu Chen 002; Michael K. P. Ng 001 (SIAM J. Imaging Sci., 2023)

Robust Low Transformed Multi-Rank Tensor Completion With Deep Prior Regularization for Multi-Dimensional Image Recovery. - Yao Li; Duo Qiu; Xiongjun Zhang (IEEE Trans. Big Data, 2023)

Low-Rank Tensor Learning by Generalized Nonconvex Regularization. - Sijia Xia; Michael K. Ng 001; Xiongjun Zhang (CoRR, 2024)

Tensor factorization via transformed tensor-tensor product for image alignment. - Sijia Xia; Duo Qiu; Xiongjun Zhang (Numer. Algorithms, 2024)

Robust Tensor Completion via Dictionary Learning and Generalized Nonconvex Regularization for Visual Data Recovery. - Duo Qiu; Bei Yang; Xiongjun Zhang (IEEE Trans. Circuits Syst. Video Technol., 2024)

Noisy Non-Negative Tucker Decomposition With Sparse Factors and Missing Data. - Xiongjun Zhang; Michael K. Ng 001 (Numer. Linear Algebra Appl., 2025)

Poisson Tensor Completion via Nonconvex Regularization and Nonlocal Self-Similarity for Multi-dimensional Image Recovery. - Duo Qiu; Sijia Xia; Bei Yang; Bo Li 096; Xiongjun Zhang (J. Sci. Comput., 2025)