Xiongjun Zhang

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 30

Top Topics

Nonnegative Matrix Factorization

Tensor Factorization

Top Venues

SIAM J. Imaging Sci.

J. Sci. Comput.

Publications

Sijia Xia, Duo Qiu, Xiongjun Zhang
Tensor factorization via transformed tensor-tensor product for image alignment. Numer. Algorithms 95 (3) (2024)
Ben-Zheng Li, Xi-Le Zhao, Xiongjun Zhang, Teng-Yu Ji, Xinyu Chen, Michael K. P. Ng
A Learnable Group-Tube Transform Induced Tensor Nuclear Norm and Its Application for Tensor Completion. SIAM J. Imaging Sci. 16 (3) (2023)
Yao Li, Duo Qiu, Xiongjun Zhang
Robust Low Transformed Multi-Rank Tensor Completion With Deep Prior Regularization for Multi-Dimensional Image Recovery. IEEE Trans. Big Data 9 (5) (2023)
Tianchi Liao, Zhebin Wu, Chuan Chen, Zibin Zheng, Xiongjun Zhang
Tensor completion via convolutional sparse coding with small samples-based training. Pattern Recognit. 141 (2023)
Xiongjun Zhang, Michael K. Ng
Sparse Nonnegative Tucker Decomposition and Completion under Noisy Observations. CoRR (2022)
Sijia Xia, Duo Qiu, Xiongjun Zhang
Tensor Factorization via Transformed Tensor-Tensor Product for Image Alignment. CoRR (2022)
Xiongjun Zhang, Michael K. Ng
Sparse Nonnegative Tensor Factorization and Completion With Noisy Observations. IEEE Trans. Inf. Theory 68 (4) (2022)
Ben-Zheng Li, Xi-Le Zhao, Teng-Yu Ji, Xiongjun Zhang, Ting-Zhu Huang
Nonlinear Transform Induced Tensor Nuclear Norm for Tensor Completion. J. Sci. Comput. 92 (3) (2022)
Xiongjun Zhang, Michael K. Ng
Low Rank Tensor Completion With Poisson Observations. IEEE Trans. Pattern Anal. Mach. Intell. 44 (8) (2022)
Xiongjun Zhang, Michael K. Ng
Robust tensor train component analysis. Numer. Linear Algebra Appl. 29 (1) (2022)
Chuan Chen, Zhebin Wu, Zitai Chen, Zibin Zheng, Xiongjun Zhang
Auto-weighted robust low-rank tensor completion via tensor-train. Inf. Sci. 567 (2021)
Ben-Zheng Li, Xi-Le Zhao, Teng-Yu Ji, Xiongjun Zhang, Ting-Zhu Huang
Nonlinear Transform Induced Tensor Nuclear Norm for Tensor Completion. CoRR (2021)
Junjun Pan, Michael K. Ng, Ye Liu, Xiongjun Zhang, Hong Yan
Orthogonal Nonnegative Tucker Decomposition. SIAM J. Sci. Comput. 43 (1) (2021)
Duo Qiu, Minru Bai, Michael K. Ng, Xiongjun Zhang
Robust low-rank tensor completion via transformed tensor nuclear norm with total variation regularization. Neurocomputing 435 (2021)
Duo Qiu, Minru Bai, Michael K. Ng, Xiongjun Zhang
Robust Low Transformed Multi-Rank Tensor Methods for Image Alignment. J. Sci. Comput. 87 (1) (2021)
Guang-Jing Song, Michael K. Ng, Xiongjun Zhang
Robust tensor completion using transformed tensor singular value decomposition. Numer. Linear Algebra Appl. 27 (3) (2020)
Xi-Le Zhao, Hao Zhang, Tai-Xiang Jiang, Michael K. Ng, Xiongjun Zhang
Fast algorithm with theoretical guarantees for constrained low-tubal-rank tensor recovery in hyperspectral images denoising. Neurocomputing 413 (2020)
Xiongjun Zhang, Michael K. Ng
Sparse Nonnegative Tensor Factorization and Completion with Noisy Observations. CoRR (2020)
Guang-Jing Song, Michael K. Ng, Xiongjun Zhang
Tensor Completion via Unitary Transformation. CoRR (2020)
Michael K. Ng, Xiongjun Zhang, Xi-Le Zhao
Patched-tube unitary transform for robust tensor completion. Pattern Recognit. 100 (2020)
Xiongjun Zhang
A Nonconvex Relaxation Approach to Low-Rank Tensor Completion. IEEE Trans. Neural Networks Learn. Syst. 30 (6) (2019)
Guang-Jing Song, Michael K. Ng, Xiongjun Zhang
Robust Tensor Completion Using Transformed Tensor SVD. CoRR (2019)
Junjun Pan, Michael K. Ng, Ye Liu, Xiongjun Zhang, Hong Yan
Orthogonal Nonnegative Tucker Decomposition. CoRR (2019)
Xiongjun Zhang, Michael K. Ng
A Fast Algorithm for Solving Linear Inverse Problems with Uniform Noise Removal. J. Sci. Comput. 79 (2) (2019)
Xiongjun Zhang, Michael K. Ng
A Corrected Tensor Nuclear Norm Minimization Method for Noisy Low-Rank Tensor Completion. SIAM J. Imaging Sci. 12 (2) (2019)
JunJun Pan, Michael K. Ng, Xiongjun Zhang
Structured Convex Optimization Method for Orthogonal Nonnegative Matrix Factorization. ICPR (2018)
Duo Qiu, Hu Zhu, Xiongjun Zhang
An Implementable Accelerated Alternating Direction Method of Multipliers for Low-Rank Tensor Completion. iThings/GreenCom/CPSCom/SmartData (2018)
Xiongjun Zhang, Michael K. Ng, Minru Bai
A Fast Algorithm for Deconvolution and Poisson Noise Removal. J. Sci. Comput. 75 (3) (2018)
Xiongjun Zhang, Minru Bai, Michael K. Ng
Nonconvex-TV Based Image Restoration with Impulse Noise Removal. SIAM J. Imaging Sci. 10 (3) (2017)
Minru Bai, Xiongjun Zhang, Guyan Ni, Chunfeng Cui
An Adaptive Correction Approach for Tensor Completion. SIAM J. Imaging Sci. 9 (3) (2016)