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Improved quaternion robust principal component analysis for color image recovery Journal article
Zou, Cuiming, Kou, Kit Ian, Hu, Yutao, Wu, Yaqi, Tang, Yuan Yan. Improved quaternion robust principal component analysis for color image recovery[J]. International Journal of Wavelets, Multiresolution and Information Processing, 2024, 22(4), 2350067.
Authors:  Zou, Cuiming;  Kou, Kit Ian;  Hu, Yutao;  Wu, Yaqi;  Tang, Yuan Yan
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:0.9/1.1 | Submit date：2024/08/05
Improved Quaternion Cauchy Nuclear Norm  Robust Principal Component Analysis  
Probabilistic Nuclear-Norm Matrix Regression Regularized by Random Graph Theory Journal article
Zhou, Jianhang, Li, Shuyi, Zeng, Shaoning, Zhang, Bob. Probabilistic Nuclear-Norm Matrix Regression Regularized by Random Graph Theory[J]. IEEE Transactions on Emerging Topics in Computational Intelligence, 2024.
Authors:  Zhou, Jianhang;  Li, Shuyi;  Zeng, Shaoning;  Zhang, Bob
Favorite | TC[WOS]:1 TC[Scopus]:0  IF:5.3/5.7 | Submit date：2024/05/16
Adaptation Models  Bayes Methods  Computational Intelligence  Computational Intelligence  Graph Theory  Nuclear Magnetic Resonance  Nuclear-norm Matrix Regression  Probabilistic Logic  Probability Theory  Random Graph  Structural Information  Training  
Double Auto-Weighted Tensor Robust Principal Component Analysis Journal article
Wang, Yulong, Kou, Kit Ian, Chen, Hong, Tang, Yuan Yan, Li, Luoqing. Double Auto-Weighted Tensor Robust Principal Component Analysis[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2023, 32, 5114-5125.
Authors:  Wang, Yulong;  Kou, Kit Ian;  Chen, Hong;  Tang, Yuan Yan;  Li, Luoqing
Favorite | TC[WOS]:4 TC[Scopus]:4  IF:10.8/12.1 | Submit date：2024/02/22
Double Weight Learning  Low-dimensional Structure  Tensor Nuclear Norm  Tensor Robust Pca  
Weighted truncated nuclear norm regularization for low-rank quaternion matrix completion Journal article
Yang, Liqiao, Kou, Kit Ian, Miao, Jifei. Weighted truncated nuclear norm regularization for low-rank quaternion matrix completion[J]. Journal of Visual Communication and Image Representation, 2021, 81, 103335.
Authors:  Yang, Liqiao;  Kou, Kit Ian;  Miao, Jifei
Favorite | TC[WOS]:13 TC[Scopus]:13  IF:2.6/2.4 | Submit date：2021/12/08
Low-rank  Quaternion Matrix Completion  Quaternion Truncated Nuclear Norm  Weights  
Factored Trace Lasso Based Linear Regression Methods: Optimizations and Applications Conference paper
Zhang, Hengmin, Du, Wenli, Liu, Xiaoqian, Zhang, Bob, Qian, Feng. Factored Trace Lasso Based Linear Regression Methods: Optimizations and Applications[C], 2021, 121-130.
Authors:  Zhang, Hengmin;  Du, Wenli;  Liu, Xiaoqian;  Zhang, Bob;  Qian, Feng
Favorite | TC[Scopus]:0 | Submit date：2022/05/13
Admm  Convergence Analysis  Kkt Conditions  Matrix Trace Lasso  Nuclear Norm Factorization  
A Benchmark for Sparse Coding: When Group Sparsity Meets Rank Minimization Journal article
Zhiyuan Zha, Xin Yuan, Bihan Wen, Jiantao Zhou, Jiachao Zhang, Ce Zhu. A Benchmark for Sparse Coding: When Group Sparsity Meets Rank Minimization[J]. IEEE Transactions on Image Processing, 2020, 29, 5094-5109.
Authors:  Zhiyuan Zha;  Xin Yuan;  Bihan Wen;  Jiantao Zhou;  Jiachao Zhang; et al.
Adobe PDF | Favorite | TC[WOS]:86 TC[Scopus]:90  IF:10.8/12.1 | Submit date：2021/03/11
Sparse Coding  Gsc  Rank Minimization  Adaptive Dictionary  Weighted ℓp-norm Minimization  Image Restoration  Compressive Sensing  Nuclear Norm  
From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image Restoration Journal article
Zhiyuan Zha, Xin Yuan, Bihan Wen, Jiantao Zhou, Jiachao Zhang, Ce Zhu. From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image Restoration[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2019, 29, 3254-3269.
Authors:  Zhiyuan Zha;  Xin Yuan;  Bihan Wen;  Jiantao Zhou;  Jiachao Zhang; et al.
Adobe PDF | Favorite | TC[WOS]:86 TC[Scopus]:94  IF:10.8/12.1 | Submit date：2021/03/11
Low-rank  Rank Residual Constraint  Nuclear Norm Minimization  Nonlocal Self-similarity  Group-based Sparse Representation  Image Restoration  
Exploiting Global Low-Rank Structure and Local Sparsity Nature for Tensor Completion Journal article
Du, Yong, Han, Guoqiang, Quan, Yuhui, Yu, Zhiwen, Wong, Hau San, Chen, C. L.Philip, Zhang, Jun. Exploiting Global Low-Rank Structure and Local Sparsity Nature for Tensor Completion[J]. IEEE Transactions on Cybernetics, 2019, 49(11), 3898-3910.
Authors:  Du, Yong;  Han, Guoqiang;  Quan, Yuhui;  Yu, Zhiwen;  Wong, Hau San; et al.
Favorite | TC[WOS]:12 TC[Scopus]:13  IF:9.4/10.3 | Submit date：2022/05/17
Orthogonal Dictionary Learning  Sparse Coding  Tensor Completion  Weighted Nuclear Norm  
Efficient Recovery of Low-Rank Matrix via Double Nonconvex Nonsmooth Rank Minimization Journal article
Zhang,Hengmin, Gong,Chen, Qian,Jianjun, Zhang,Bob, Xu,Chunyan, Yang,Jian. Efficient Recovery of Low-Rank Matrix via Double Nonconvex Nonsmooth Rank Minimization[J]. IEEE Transactions on Neural Networks and Learning Systems, 2019, 30(10), 2916-2925.
Authors:  Zhang,Hengmin;  Gong,Chen;  Qian,Jianjun;  Zhang,Bob;  Xu,Chunyan; et al.
Favorite | TC[WOS]:38 TC[Scopus]:42  IF:10.2/10.4 | Submit date：2021/03/11
Double Nonconvex Nonsmooth Rank (Nnr) Minimization  Iteratively Reweighted Singular Values Function (Svf) Algorithm  Low-rank Matrix Recovery  Nuclear Norm-based Minimization (Nnm)  
Tensor Nuclear Norm-Based Low-Rank Approximation With Total Variation Regularization Journal article
Yongyong Chen, Shuqin Wang, Yicong Zhou. Tensor Nuclear Norm-Based Low-Rank Approximation With Total Variation Regularization[J]. IEEE Journal of Selected Topics in Signal Processing, 2018, 12(6), 1364-1377.
Authors:  Yongyong Chen;  Shuqin Wang;  Yicong Zhou
Favorite | TC[WOS]:55 TC[Scopus]:57  IF:8.7/8.4 | Submit date：2019/01/17
Low-rank Tensor Approximation  Tensor Nuclear Norm  Hyper Total Variation  Spatial-spectral Total Variation  Image Denoising