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Hyperspectral Unmixing Using Nonlocal Similarity-Regularized Low-Rank Tensor Factorization 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60
作者:  Yuan, Yuan;  Dong, Le;  Li, Xuelong
Adobe PDF(5662Kb)  |  收藏  |  浏览/下载：190/0  |  提交时间：2022/01/18
Tensors  TV  Hyperspectral imaging  Data models  Task analysis  Optimization  Data mining  Hyperspectral unmixing  low tensor rank  nonlocal similarity  nonnegative tensor factorization (NTF)  
Accelerating patch-based low-rank image restoration using kd-forest and Lanczos approximation 期刊论文
Information Sciences, 2021, 卷号: 556, 页码: 177-193
作者:  Guo, Qiang;  Zhang, Yongxia;  Qiu, Shi;  Zhang, Caiming
Adobe PDF(1839Kb)  |  收藏  |  浏览/下载：137/0  |  提交时间：2021/02/02
Image restoration  Low-rank approximation  Singular value decomposition  Kd-tree  Lanczos bidiagonalization  
Sparse constrained low tensor rank representation framework for hyperspectral unmixing 期刊论文
Remote Sensing, 2021, 卷号: 13, 期号: 8
作者:  Dong, Le;  Yuan, Yuan
Adobe PDF(6006Kb)  |  收藏  |  浏览/下载：127/0  |  提交时间：2021/05/07
hyperspectral unmixing  low tensor rank  non-negative tensor factorization  sparse constraint  
Low-Rank 2-D Neighborhood Preserving Projection for Enhanced Robust Image Representation 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2019, 卷号: 49, 期号: 5, 页码: 1859–1872
作者:  Lu, Yuwu;  Lai, Zhihui;  Li, Xuelong;  Wong, Wai Keung;  Yuan, Chun;  Zhang, David
Adobe PDF(1718Kb)  |  收藏  |  浏览/下载：227/0  |  提交时间：2019/04/12
2-D neighborhood preserving projection (2DNPP)  image representation  low-rank  robust feature extraction  
Flexible Affinity Matrix Learning for Unsupervised and Semisupervised Classification 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 4, 页码: 1133-1149
作者:  Fang, Xiaozhao;  Han, Na;  Wong, Wai Keung;  Teng, Shaohua;  Wu, Jigang;  Xie, Shengli;  Li, Xuelong
Adobe PDF(4698Kb)  |  收藏  |  浏览/下载：251/0  |  提交时间：2019/04/17
Affinity matrix  clustering  low-rank representation (LRR)  sparse representation  
Locality and Structure Regularized Low Rank Representation for Hyperspectral Image Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 卷号: 57, 期号: 2, 页码: 911-923
作者:  Wang, Qi;  He, Xiang;  Li, Xuelong
Adobe PDF(2021Kb)  |  收藏  |  浏览/下载：208/0  |  提交时间：2019/03/14
Block-diagonal structure  hyperspectral image (HSI) classification  low-rank representation (LRR)  
Approximate Low-Rank Projection Learning for Feature Extraction 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 11, 页码: 5228-5241
作者:  Fang, Xiaozhao;  Han, Na;  Wu, Jigang;  Xu, Yong;  Yang, Jian;  Wong, Wai Keung;  Li, Xuelong
Adobe PDF(2693Kb)  |  收藏  |  浏览/下载：218/0  |  提交时间：2018/11/21
Computer Vision  Feature Extraction  Low-rank Representation (Lrr)  Pattern Recognition  Ridge Regression  
Structurally Incoherent Low-Rank Nonnegative Matrix Factorization for Image Classification 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, 卷号: 27, 期号: 11, 页码: 5248-5260
作者:  Lu, Yuwu;  Yuan, Chun;  Zhu, Wenwu;  Li, Xuelong
Adobe PDF(2165Kb)  |  收藏  |  浏览/下载：266/1  |  提交时间：2018/09/11
Nmf  Structurally Incoherent  Low-rank  Image Classification  
Constrained Low-Rank Learning Using Least Squares-Based Regularization 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2017, 卷号: 47, 期号: 12, 页码: 4250-4262
作者:  Li, Ping;  Yu, Jun;  Wang, Meng;  Zhang, Luming;  Cai, Deng;  Li, Xuelong
Adobe PDF(1790Kb)  |  收藏  |  浏览/下载：192/1  |  提交时间：2017/12/26
Data Representation  Image Classification  Low-rank Learning  Regularization  Robust Recovery  
Graph Regularized Non-Negative Low-Rank Matrix Factorization for Image Clustering 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2017, 卷号: 47, 期号: 11, 页码: 3840-3853
作者:  Li, Xuelong;  Cui, Guosheng;  Dong, Yongsheng
Adobe PDF(1643Kb)  |  收藏  |  浏览/下载：276/1  |  提交时间：2017/12/25
Data Representation  Graph Regularization  Image Clustering  Low-rank Recovery  Non-negative Matrix Factorization (Nmf)