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Jian-Li Wang (Jianli Wang)
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Biography

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

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News

  • 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

2024

  • 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]

2023

  • 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]

2022

  • 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]

2021

  • 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]

2019

  • 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]

Educations

  • 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)

Fundings

  • 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

Awards and Honors

  • Academic Rookie (学术新秀), UESTC, 2021
  • Special Postgraduate Scholarship of Science (理科特别奖学金), UESTC, 2019

Academic Activities

Reports

  • 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]

Editor and Reviewer

  • 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
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