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.

📢 My group recruits 1–2 PhD students and 7–10 Master’s students each year. Undergraduate students interested in gaining hands-on research experience are also welcome to join our research training program. I especially encourage self-motivated students to reach out. Please feel free to contact me!

📧 E-mail: wangjianli_123@163.com, wangjianli@swjtu.edu.cn   🎓 Google Scholar   🏫 Faculty Homepage

News

  • 2024.7.1: Two papers have 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.

Publications

2025

Multimodal Quaternion Representation Network for Multisource Remote Sensing Data Classification

Yu-Le Wei, Heng-Chao Li, Jian-Li Wang, Yu-Bang Zheng, Jie Pan, Qian Du

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2025, vol 37, 2025

DTR: A Unified Deep Tensor Representation Framework for Multimedia Data Recovery

Ting-Wei Zhou, Xi-Le Zhao, Jian-Li Wang, Yi-Si Luo, Min Wang, Xiao-Xuan Bai, Hong Yan

IEEE Transactions on Multimedia (TMM), 2025, vol 27, 2025

Frequency-Aware Implicit Neural Representation for Multi-Dimensional Data Recovery

Ting-Wei Zhou, Xi-Le Zhao, Wei-Hao Wu, Jian-Li Wang, Yi-Si Luo

IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2025, vol 35, 2025

Low-Rank Regularized Correlation Filter for Hyperspectral Video Object Tracking

Na-Na Li, Heng-Chao Li, Jian-Li Wang, Xiong-Fei Geng, Jie Pan

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2025, vol 19, 2025

2024

Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior

Yu-Chun Miao, Xi-Le Zhao, Jian-Li Wang, Xiao Fu, Yao Wang

IEEE Transactions on Computational Imaging (TCI), 2024, vol 10, pp. 93-102, 2024

Hyperspectral Images Mixed Noise Removal via Group-Tube Transform Induced Collaborative Sparsity and Low-Rankness

Ben-Zhang Li, Teng-Yu Ji, Jian-Li Wang

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024, pp. 7618-7621, 2024

Hyperspectral Image Denoising via Generalized Kronecker Decomposition-Based Subspace Representation

Wei-Hao Wu, Ting-Zhu Huang, Min Wang, Yong Chen, Jian-Li Wang, Zhi-Long Han, Jia-Yi Li

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2024, pp. 7622-7625, 2024

Functional Transform-Based Low-Rank Tensor Factorization for Multi-dimensional Data Recovery

Jian-Li Wang, Xi-Le Zhao

European Conference on Computer Vision (ECCV), 2024, vol 15089, 2024

Superpixel-Informed Implicit Neural Representation for Multi-dimensional Data

Jia-Yi Li, Xi-Le Zhao, Jian-Li Wang, Chao Wang, Min Wang

European Conference on Computer Vision (ECCV), 2024, vol 15060, 2024

2023

Unsupervised Domain Factorization Network for Thick Cloud Removal of Multi-temporal Remotely Sensed Images

Jian-Li Wang, Xi-Le Zhao, Heng-Chao Li, Ke-Xiang Cao, Jiaqing Miao

IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023, vol 61, pp. 1-12, 2023

Untrained Low-Rank Neural Network Prior for Multi-dimensional Image Recovery

Weihao Wu, Tingzhu Huang, Hao Zhang, Jian-Li Wang, Xile Zhao

IEEE Signal Processing Letters (SPL), 2023, vol 30, pp. 1647-1651, 2023

H2TF for Hyperspectral Image Denoising: Where Hierarchical Nonlinear Transform Meets Hierarchical Matrix Factorization

Jia-Yi Li, Jin-Yu Xie, Yi-Si Luo, Xi-Le Zhao, Jian-Li Wang

IEEE Geoscience and Remote Sensing Letters (GRSL), 2023, vol 20, pp. 1-5, 2023

Uncertainty-Aware Unsupervised Image Deblurring With Deep Residual Prior

Xiaole Tang, Xile Zhao, Jun Liu, Jian-Li Wang, Yuchun Miao, Tieyong Zeng

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023, pp. 9883-9892, 2023

2022

CoNoT: Coupled Nonlinear Transform-Based Low-Rank Tensor Representation for Multidimensional Image Completion

Jian-Li Wang, Ting-Zhu Huang, Xi-Le Zhao, Yi-Si Luo

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022, vol 35, no 7, pp. 8969-8983, 2022

Hyperspectral Image Denoising via Tensor Low-Rank Prior and Unsupervised Deep Spatial-Spectral Prior

Wei-Hao Wu, Ting-Zhu Huang, Xi-Le Zhao, Jian-Li Wang, Yu-Bang Zheng

IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2022, vol 60, pp. 1-14, 2022

Hyperspectral Denoising Using Unsupervised Disentangled Spatio-Spectral Deep Priors

Yu-Chun Miao, Xi-Le Zhao, Xiao Fu, Jian-Li Wang, Yu-Bang Zheng

IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2022, vol 60, pp. 1-16, 2022

Complex Video Completion Fusing Low-Rank Background and Deep Foreground Priors

Jian-Li Wang, Ting-Zhu Huang, Xi-Le Zhao, Yu-Chun Miao

IEEE Signal Processing Letters (SPL), 2022, vol 29, pp. 2737-2741, 2022

2021

Multi-Dimensional Visual Data Completion via Low-Rank Tensor Representation Under Coupled Transform

Jian-Li Wang, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang, Michael K. Ng

IEEE Transactions on Image Processing (TIP), 2021, vol 30, pp. 3581-3596, 2021

Tensor Completion via Collaborative Sparse and Low-Rank Transforms

Ben-Zheng Li, Xi-Le Zhao, Jian-Li Wang, Yong Chen, Tai-Xiang Jiang, Jun Liu

IEEE Transactions on Computational Imaging (TCI), 2021, vol 7, pp. 1289-1303, 2021

Hyperspectral Denoising via Global Tensor Ring Decomposition and Local Unsupervised Deep Image Prior

Jian-Li Wang, Ting-Zhu Huang, Xi-Le Zhao, Teng-Yu Ji, Tai-Xiang Jiang

IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2021, pp. 4119-4122, 2021

2019

Reweighted Block Sparsity Regularization for Remote Sensing Images Destriping

Jian-Li Wang, Ting-Zhu Huang, Xi-Le Zhao, Jie Huang, Tian-Hui Ma, Yu-Bang Zheng

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2019, vol 12, no 12, pp. 4951-4963, 2019

A Sheared Low-Rank Model for Oblique Stripe Removal

Jian-Li Wang, Ting-Zhu Huang, Tian-Hui Ma, Xi-Le Zhao, Yong Chen

Applied Mathematics and Computation, 2019, vol 360, pp. 167-180, 2019

Fundings

  • 国家自然科学基金青年项目, 2024.01-2026.12
  • 四川省自然科学基金青年项目, 2023.01-2024.12
  • 国家资助博士后研究人员计划, 2024.01-2025.12
  • 数据恢复四川省重点实验室开放课题重点项目, 2024.06-2026.06
  • 中央高校基本科研业务项目, 2023.01-2024.12

Activities

  • 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]