I am currently pursuing the Ph.D. degree (supervised by Prof. Xi-Le Zhao) with the School of Mathematical Sciences, University of Electronic Science and Technology of China (UESTC), Chengdu, China.
From Dec. 2023, I am working with Prof. Gemine Vivone, sponsored by the Academic Exchange Special Fund in UESTC for Overseas Training, at CNR-IMAA, Potenza, Italy.
My research interest includes image processing, tensor learning, and fast algorithm.
E-mail: lyymath@126.com Google Scholar
🎙 News
- 2024.07: One paper is accepted by JSC.
📄 Publications
Note: * indicates the corresponding author.
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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
Journal of Scientific Computing(JSC), 2024.
[PDF] -
Bi-Level Tensor Decomposition for Hyperspectral Image Restoration
Yun-Yang Liu, Xi-Le Zhao*, Jin-Yu Xie, Zhi Xu, Gemine Vivone
IEEE International Geoscience and Remote Sensing Symposium(IGARSS), 2024.
[PDF] -
Fully-connected Tensor Network Decomposition for Robust Tensor Completion Problem
Yun-Yang Liu, Xi-Le Zhao*, Guang-Jing Song, Yu-Bang Zheng, Michael K. Ng, Ting-Zhu Huang
Inverse Problems and Imaging (IPI), 2023.
[PDF] [Code] -
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 Transactions on Geoscience and Remote Sensing (TGRS), 2022.
[PDF] [Slide] [Code] (ESI Highly Cited Paper) -
Multi-Dimensional Data Recovery via Feature-Based Fully-Connected Tensor Network Decomposition
Zhi-Long Han, Ting-Zhu Huang*, Xi-Le Zhao*, Hao Zhang, Yun-Yang Liu
IEEE Transactions on Big Data (TBD), 2023.
🛩 Educations
- 2021.09 - Present: Ph.D., School of Mathematical Sciences, University of Electronic Science and Technology of China (UESTC), Chengdu
- 2019.09 - 2021.06: M.S., School of Mathematical Sciences, University of Electronic Science and Technology of China (UESTC), Chengdu
- 2015.09 - 2019.06: B.S., School of Mathematics and Information Sciences, Henan Normal University (HTU), Xinxiang
🎖 Honors and Awards
- Academic Scholarship, UESTC, 2019,2020, 2021, and 2022
- Special Postgraduate Scholarship of Science, UESTC, 2021
- Academic Rookie, UESTC, 2021
🗺 Academic Activities
Reviewer
- IEEE TGRS
- IEEE GRSL