Tai-Xiang Jiang, Michael K. Ng, Junjun Pan, Guangjing Song*, "Nonnegative Low Rank Tensor Approximation and its Application to Multi-dimensional Images," arXiv preprint arXiv:2007.14137, 2020. [pdf]
Yi-Si Luo, Xi-Le Zhao, Tai-Xiang Jiang*, Yu-Bang Zheng, Yi Chang, “Unsupervised Hyperspectral Mixed Noise Removal Via Spatial-Spectral Constrained Deep Image Prior,” arXiv preprint arXiv: 2008.09753,2020. [pdf]
Guangjing Song, Michael K. Ng, Tai-Xiang Jiang*, "Tangent Space Based Alternating Projections for Nonnegative Low Rank Matrix Approximation," arXiv preprint arXiv:2009.03998, 2020. [pdf]
Tai-Xiang Jiang, Michael K. Ng, Xi-Le Zhao, Ting-Zhu Huang, "Framelet Representation of Tensor Nuclear Norm for Third-Order Tensor Completion," IEEE TIP, 2020. [pdf] [code]
Tai-Xiang Jiang, Ting-Zhu Huang*, Xi-Le Zhao*, Liang-Jian Deng, "Multi-Dimensional Imaging Data Recovery via Minimizing the Partial Sum of Tubal Nuclear Norm, " J. Comput. Appl. Math., 372 (2020): 112680. [ArXiv] [code]
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Yao Wang, "FastDeRain: A Novel Video Rain Streak Removal Method Using Directional Gradient Priors," IEEE Trans. on Image Process., 28(4), 2019: 2089-2102. [pdf][ArXiv] [code (consisted of comparison with 6 state-of-the-art methods)] [data (baidu yun key: slhs ) (google drive)]
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Teng-Yu Ji, Liang-Jian Deng, "Matrix factorization for low-rank tensor completion using framelet prior,” Information Sciences 436 (2018): 403-417. [pdf] [code]
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Tian-Hui Ma; "Patch-Based Principal Component Analysis for Face Recognition," Computational intelligence and neuroscience 2017 (2017). [pdf]
Xi-Le Zhao, Wen-Hao Xu, Tai-Xiang Jiang*, Yao Wang, Michael Ng, "Deep Plug-and-Play Prior for Low-Rank Tensor Completion," Neurocomputing, 2020. [code]
Chao Zeng, Tai-Xiang Jiang, Michael K. Ng. "An approximation method of CP rank for third-order tensor completion," Numerische Mathematik 2021. [paper]
Ye-Tao Wang, Xi-Le Zhao*, Tai-Xiang Jiang*, Liang-Jian Deng, Tian-Hui Ma, Yuetian Zhang, Ting-Zhu Huang. "A Total Variation and Group Sparsity Based Tensor Optimization Model for Video Rain Streak Removal." Signal Processing: Image Communication, 73 (2019): 96-108. [pdf] [code]
Liang-Jian Deng, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang; "A directional global sparse model for single image rain removal," Applied Mathematical Modelling 59 (2018): 662-679. [pdf] [code]
Yu-Bang Zheng, Ting-Zhu Huang, Teng-Yu Ji, Xi-Le Zhao, Tai-Xiang Jiang, Tian-Hui Ma; "Low-rank tensor completion via smooth matrix factorization," Applied Mathematical Modelling, 70 (2019): 677-695. [pdf] [code]
Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang, Tian-Hui Ma, and Teng-Yu Ji; "Mixed Noise Removal in Hyperspectral Image via Low-Fibered-Rank Regularization," IEEE Transactions on Geoscience and Remote Sensing, 2019. [pdf] [code] ESI highly cited
Xiao-Tong Li, Xi-Le Zhao, Tai-xiang Jiang, Yu-Bang Zheng, Teng-Yu Ji, Ting-Zhu Huang; "Li XT, Zhao XL, Jiang TX, Zheng YB, Ji TY, Huang TZ. Low-rank tensor completion via combined non-local self-similarity and low-rank regularization", Neurocomputing 367 (2019): 1-12.
Yugang Wang, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang; "Video Deraining via Nonlocal Low-Rank Regularization", Applied Mathematical Modelling, 2019.
Ye-Tao Wang, Xi-Le Zhao*, Tai-Xiang Jiang, Liang-Jian Deng, Yi Chang, Ting-Zhu Huang, "Rain Streak Removal for Single Image via Kernel Guided convolutional neural network," IEEE TNNLS, 2020
Jie Lin, Ting-Zhu Huang, Xi-Le Zhao, Tai-Xiang Jiang, Lina Zhuang "A Tensor Subspace Representation-Based Method for Hyperspectral Image Denoising," IEEE Transactions on Geoscience and Remote Sensing, 2020. [pdf]
Tai-Xiang Jiang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Yao Wang; "A novel tensor-based video rain streaks removal approach via utilizing discriminatively intrinsic priors", CVPR, 2017, pp. 2818-2827. [paper] [supp] [poster] [code]
Yu-Bang Zheng, Ting-Zhu Huang, Xi-Le Zhao, Qibin Zhao, Tai-Xiang Jiang; "Fully-Connected Tensor Network Decomposition and Its Application to Higher-Order Tensor Completion", AAAI 2021. [pdf]
Tai-Xiang Jiang, Lina Zhuang, Ting-Zhu Huang, José M. Bioucas-Dias; "Adaptive hyperspectral mixed noise removal", IGARSS 2018. (Oral) [pdf] [code (TBA)]
Hao Zhang, Xi-Le Zhao*, Tai-Xiang Jiang, Michael Ng; "Constrained low-tubal-rank tensor recovery for hyperspectral images mixed noise removal by bilateral random projections", IGARSS 2019. [pdf]
Yu-Bang Zheng, Ting-Zhu Huang∗, Xi-Le Zhao, Tai-Xiang Jiang, Jie Huang; "Hyperspectral Image Mixed Noise Removal via Low Fibered Rank Regularization", IGARSS 2019. (Oral)
Yugang Wang, Ting-Zhu Huang, Xi-Le Zhao, Liang-Jian Deng, Tai-Xiang Jiang; "Rain streaks removal for single image via directional total variation regularization", ICIP 2019.