Jian-Li Wang (Jianli Wang)

I am currently working with the School of Computing and Artificial Intelligence, Southwest Jiaotong University, Chengdu, China. I received the Ph.D. degree (advised by Ting-Zhu Huang) from the School of Mathematical Sciences, University of Electronic Science and Technology of China, Chengdu, China, in 2022. My current research interests include tensor modeling and computing, high-dimensional image processing, computer vision, and deep learning.

📢 Self-motivated students are welcome to join my research group. Please feel free to contact me.
Email: wangjianli_123@163.com; wangjianli@swjtu.edu.cn
Follow me: Google Scholar Researchgate GitHub

2024.7.1: Two papers has been accepted by European Conference on Computer Vision (ECCV) 2024.
2024.1.11: One paper “Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior” has been accepted by IEEE Transactions on Computational Imaging.
2023.7.11: One paper “Unsupervised Domain Factorization Network for Thick Cloud Removal of Multi-temporal Remotely Sensed Images” has been accepted by IEEE Transactions on Geoscience and Remote Sensing.

Yu-Chun Miao, Xi-Le Zhao, Jian-Li Wang, Xiao Fu, Yao Wang, “Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior”, IEEE Transactions on Computational Imaging, vol. 10, pp. 93-102, 2024. [PDF]

Jian-Li Wang, Xi-Le Zhao, Heng-Chao Li, Ke-Xiang Cao, Jiaqing Miao, Ting-Zhu Huang, “Unsupervised Domain Factorization Network for Thick Cloud Removal of Multi-temporal Remotely Sensed Images”, IEEE Transactions on Geoscience and Remote Sensing, accepted, 2023. [PDF]
Xiaole Tang, Xile Zhao, Jun Liu, Jianli Wang, Yuchun Miao, Tieyong Zeng, “Uncertainty-Aware Unsupervised Image Deblurring With Deep Residual Prior”, in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023, pp. 9883-9892. [PDF]
Jia-Yi Li, Jin-Yu Xie, Yi-Si Luo, Xi-Le Zhao, Jian-Li Wang, “H2TF for Hyperspectral Image Denoising: Where Hierarchical Nonlinear Transform Meets Hierarchical Matrix Factorization”, IEEE Geoscience and Remote Sensing Letters, doi: 10.1109/LGRS.2023.3294933, 2023. [PDF]

Jian-Li Wang, Ting-Zhu Huang, Xi-Le Zhao, Yi-Si Luo, Tai-Xiang Jiang, “CoNoT: Coupled Nonlinear Transform-Based Low-Rank Tensor Representation for Multidimensional Image Completion”, IEEE Transactions on Neural Networks and Learning Systems, accepted, 2022. [PDF]
Jian-Li Wang, Ting-Zhu Huang, Xi-Le Zhao, Yu-Chun Miao, “Complex Video Completion Fusing Low-Rank Background and Deep Foreground Priors”, IEEE Signal Processing Letters, vol. 29, pp. 2737-2741, 2022. [PDF]
Wei-Hao Wu, Ting-Zhu Huang, Xi-Le Zhao, Jian-Li Wang, Yu-Bang Zheng, “Hyperspectral Image Denoising via Tensor Low-Rank Prior and Unsupervised Deep Spatial–Spectral Prior”, IEEE Transactions on Geoscience and Remote Sensing, doi: 10.1109/TGRS.2022.3228927, 2022. [PDF]
Yu-Chun Miao, Xi-Le Zhao, Xiao Fu, Jian-Li Wang, Yu-Bang Zheng, “Hyperspectral Denoising Using Unsupervised Disentangled Spatio-Spectral Deep Priors”, IEEE Transactions on Geoscience and Remote Sensing, doi: 10.1109/TGRS.2021.3106380, 2021. [PDF]

Jian-Li Wang, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang, Michael K. Ng, “Multi-Dimensional Visual Data Completion via Low-Rank Tensor Representation Under Coupled Transform”, IEEE Transactions on Image Processing, vol. 30, pp. 3581-3596, 2021. [PDF] [Poster]
Jian-Li Wang, Ting-Zhu Huang, Xi-Le Zhao, Teng-Yu Ji, Tai-Xiang Jiang, “Hyperspectral Denoising via Global Tensor Ring Decomposition and Local Unsupervised Deep Image Prior”, in IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2021, pp. 11-16. [PDF]
Ben-Zheng Li, Xi-Le Zhao, Jian-Li Wang, Yong Chen, Tai-Xiang Jiang, Jun liu, “Tensor Completion via Collaborative Sparse and Low-Rank Transforms”, IEEE Transactions on Computational Imaging, doi: 10.1109/TCI.2021.3126232, 2021. [PDF]

Jian-Li Wang, Ting-Zhu Huang, Xi-Le Zhao, Jie Huang, Tian-Hui Ma, Yu-Bang Zheng, “Reweighted Block Sparsity Regularization for Remote Sensing Images Destriping”, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 12, no. 12, pp. 4951-4963, 2019. [PDF] [Code]
Jian-Li Wang, Ting-Zhu Huang, Tian-Hui Ma, Xi-Le Zhao, Yong Chen, “A Sheared Low-Rank Model for Oblique Stripe Removal”, Applied Mathematics and Computation, vol. 360, pp. 167-180, 2019. [PDF] [Code]

2019.09-2022.12: University of Electronic Science and Technology of China (UESTC); Ph. D. student in Applied Mathematics (Supervisor: Prof. Ting-Zhu Huang)
2017.09-2019.07: University of Electronic Science and Technology of China (UESTC); Master student in Applied Mathematics (Supervisor: Prof. Ting-Zhu Huang)
2013.09-2017.07: Neijiang Normal University; Bachelor student in the School of Mathematical Sciences (Supervisor: Prof. Yongguo Shi)

National Natural Science Foundation of China, Youth Program, Principal Investigator (国家自然科学基金青年项目, 主持), 2024.01-2026.12
National Natural Science Foundation of China, General Program, Participant (国家自然科学基金面上项目, 参与), 2019.01-2022.12, 2022.01-2025.12, 2024.01-2027.12

10/2021: “Multi-Dimensional Visual Data Completion via Low-Rank Tensor Representation Under Coupled Transform”, CSIAM 2021, Anhui, China, [Slide]
07/2021: “Hyperspectral Denoising Via Global Tensor Ring Decomposition and Local Unsupervised Deep Image Prior”, IGARSS 2021, Online, [Slide]

IEEE Transactions on Image Processing (IEEE TIP), Reviewer
IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), Reviewer
IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), Reviewer
IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), Reviewer
IEEE Transactions on Computational Imaging (IEEE TCI), Reviewer