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
Publisher's Version BibTeX @article{wei2025multimodal,
title={Multimodal Quaternion Representation Network for Multisource Remote Sensing Data Classification},
author={Wei, Yu-Le and Li, Heng-Chao and Wang, Jian-Li and Zheng, Yu-Bang and Pan, Jie and Du, Qian},
journal={IEEE Transactions on Neural Networks and Learning Systems},
year={2025},
publisher={IEEE}
}
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
Publisher's Version ArXiv Version BibTeX @article{zhou2025dtr,
title={DTR: A Unified Deep Tensor Representation Framework for Multimedia Data Recovery},
author={Zhou, Ting-Wei and Zhao, Xi-Le and Wang, Jian-Li and Luo, Yi-Si and Wang, Min and Bai, Xiao-Xuan and Yan, Hong},
journal={IEEE Transactions on Multimedia},
year={2025},
publisher={IEEE}
}
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
Publisher's Version BibTeX @article{zhou2025frequency,
title={Frequency-Aware Implicit Neural Representation for Multi-Dimensional Data Recovery},
author={Zhou, Ting-Wei and Zhao, Xi-Le and Wu, Wei-Hao and Wang, Jian-Li and Luo, Yi-Si},
journal={IEEE Transactions on Circuits and Systems for Video Technology},
year={2025},
publisher={IEEE}
}
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
Publisher's Version BibTeX @article{li2025low,
title={Low-Rank Regularized Correlation Filter for Hyperspectral Video Object Tracking},
author={Li, Na-Na and Li, Heng-Chao and Wang, Jian-Li and Geng, Xiong-Fei and Pan, Jie},
journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
year={2025},
publisher={IEEE}
}
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
Publisher's Version BibTeX @article{miao2024snapshot,
title={Snapshot Compressive Imaging Using Domain-Factorized Deep Video Prior},
author={Miao, Yu-Chun and Zhao, Xi-Le and Wang, Jian-Li and Fu, Xiao and Wang, Yao},
journal={IEEE Transactions on Computational Imaging},
volume={10},
pages={93--102},
year={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
Publisher's Version BibTeX @inproceedings{wang2024functional,
title={Functional transform-based low-rank tensor factorization for multi-dimensional data recovery},
author={Wang, Jianli and Zhao, Xile},
booktitle={European Conference on Computer Vision},
pages={39--56},
year={2024},
organization={Springer}
}
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
Publisher's Version ArXiv Version BibTeX @inproceedings{li2024superpixel,
title={Superpixel-informed implicit neural representation for multi-dimensional data},
author={Li, Jiayi and Zhao, Xile and Wang, Jianli and Wang, Chao and Wang, Min},
booktitle={European Conference on Computer Vision},
pages={258--276},
year={2024},
organization={Springer}
}
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
Publisher's Version BibTeX @article{wang2023unsupervised,
title={Unsupervised Domain Factorization Network for Thick Cloud Removal of Multitemporal Remotely Sensed Images},
author={Wang, Jian-Li and Zhao, Xi-Le and Li, Heng-Chao and Cao, Ke-Xiang and Miao, Jiaqing},
journal={IEEE Transactions on Geoscience and Remote Sensing},
volume={61},
pages={1--12},
year={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
Publisher's Version BibTeX @article{wu2023untrained,
title={Untrained low-rank neural network prior for multi-dimensional image recovery},
author={Wu, Wei-Hao and Huang, Ting-Zhu and Zhang, Hao and Wang, Jian-Li and Zhao, Xi-Le},
journal={IEEE Signal Processing Letters},
volume={30},
pages={1647--1651},
year={2023},
publisher={IEEE}
}
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
Publisher's Version ArXiv Version BibTeX @article{li2023h2tf,
title={H2TF for Hyperspectral Image Denoising: Where Hierarchical Nonlinear Transform Meets Hierarchical Matrix Factorization},
author={Li, Jia-Yi and Xie, Jin-Yu and Luo, Yi-Si and Zhao, Xi-Le and Wang, Jian-Li},
journal={IEEE Geoscience and Remote Sensing Letters},
volume={20},
pages={1--5},
year={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
Publisher's Version ArXiv Version BibTeX @inproceedings{tang2023uncertainty,
title={Uncertainty-Aware Unsupervised Image Deblurring With Deep Residual Prior},
author={Tang, Xiaole and Zhao, Xile and Liu, Jun and Wang, Jianli and Miao, Yuchun and Zeng, Tieyong},
booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
pages={9883--9892},
year={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
Publisher's Version BibTeX @article{wang2022conot,
title={CoNoT: Coupled Nonlinear Transform-Based Low-Rank Tensor Representation for Multidimensional Image Completion},
author={Wang, Jian-Li and Huang, Ting-Zhu and Zhao, Xi-Le and Luo, Yi-Si},
journal={IEEE Transactions on Neural Networks and Learning Systems},
volume={35},
number={7},
pages={8969--8983},
year={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
Publisher's Version BibTeX @article{wu2022hyperspectral,
title={Hyperspectral Image Denoising via Tensor Low-Rank Prior and Unsupervised Deep Spatial–Spectral Prior},
author={Wu, Wei-Hao and Huang, Ting-Zhu and Zhao, Xi-Le and Wang, Jian-Li and Zheng, Yu-Bang},
journal={IEEE Transactions on Geoscience and Remote Sensing},
volume={60},
pages={1--14},
year={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
Publisher's Version ArXiv Version BibTeX @article{miao2022hyperspectral,
title={Hyperspectral Denoising Using Unsupervised Disentangled Spatiospectral Deep Priors},
author={Miao, Yu-Chun and Zhao, Xi-Le and Fu, Xiao and Wang, Jian-Li and Zheng, Yu-Bang},
journal={IEEE Transactions on Geoscience and Remote Sensing},
volume={60},
pages={1--16},
year={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
Publisher's Version BibTeX @article{wang2022complex,
title={Complex Video Completion Fusing Low-Rank Background and Deep Foreground Priors},
author={Wang, Jian-Li and Huang, Ting-Zhu and Zhao, Xi-Le and Miao, Yu-Chun},
journal={IEEE Signal Processing Letters},
volume={29},
pages={2737--2741},
year={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
Publisher's Version BibTeX @article{wang2021completion,
title={Multi-Dimensional Visual Data Completion via Low-Rank Tensor Representation Under Coupled Transform},
author={Wang, Jian-Li and Huang, Ting-Zhu and Zhao, Xi-Le and Jiang, Tai-Xiang and Ng, Michael K.},
journal={IEEE Transactions on Image Processing},
volume={30},
pages={3581--3596},
year={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
Publisher's Version BibTeX @article{li2021completion,
title={Tensor Completion Via Collaborative Sparse and Low-Rank Transforms},
author={Li, Ben-Zheng and Zhao, Xi-Le and Wang, Jian-Li and Chen, Yong and Jiang, Tai-Xiang and Liu, Jun},
journal={IEEE Transactions on Computational Imaging},
volume={7},
pages={1289--1303},
year={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
Publisher's Version Code BibTeX @article{wang2019rewighted,
title={Reweighted Block Sparsity Regularization for Remote Sensing Images Destriping},
author={Wang, Jian-Li and Huang, Ting-Zhu and Zhao, Xi-Le and Huang, Jie and Ma, Tian-Hui and Zheng, Yu-Bang},
journal={IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing},
volume={12},
number={12},
pages={4951--4963},
year={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
Publisher's Version Code BibTeX @article{wang2019sheared,
title={A sheared low-rank model for oblique stripe removal},
author={Wang, Jian-Li and Huang, Ting-Zhu and Ma, Tian-Hui and Zhao, Xi-Le and Chen, Yong},
journal={Applied Mathematics and Computation},
volume={360},
pages={167--180},
year={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]