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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:201/0  |  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)  
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:228/0  |  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:253/0  |  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:212/0  |  提交时间:2019/03/14
Block-diagonal structure  hyperspectral image (HSI) classification  low-rank representation (LRR)  
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:268/1  |  提交时间:2018/09/11
Nmf  Structurally Incoherent  Low-rank  Image Classification  
Low-Rank Preserving Projections 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2016, 卷号: 46, 期号: 8, 页码: 1900-1913
作者:  Lu, Yuwu;  Lai, Zhihui;  Xu, Yong;  Li, Xuelong;  Zhang, David;  Yuan, Chun
Adobe PDF(3239Kb)  |  收藏  |  浏览/下载:252/1  |  提交时间:2016/09/22
Face Recognition  Image Classification  Locality Preserving Projections (Lpp)  Low-rank Representation (Lrr)  
Robust Semi-Supervised Subspace Clustering via Non-Negative Low-Rank Representation 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2016, 卷号: 46, 期号: 8, 页码: 1828-1838
作者:  Fang, Xiaozhao;  Xu, Yong;  Li, Xuelong;  Lai, Zhihui;  Wong, Wai Keung
Adobe PDF(1675Kb)  |  收藏  |  浏览/下载:226/1  |  提交时间:2016/09/22
Affinity Matrix  Low-rank Representation (Lrr)  Subspace Clustering  Supervision Information  
Discriminative Transfer Subspace Learning via Low-Rank and Sparse Representation 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2016, 卷号: 25, 期号: 2, 页码: 850-863
作者:  Xu, Yong;  Fang, Xiaozhao;  Wu, Jian;  Li, Xuelong;  Zhang, David
Adobe PDF(4196Kb)  |  收藏  |  浏览/下载:196/1  |  提交时间:2016/11/03
Source Domain  Target Domain  Low-rank And Sparse Constraints  Knowledge Transfer  Subspace Learning  
Shape-Constrained Sparse and Low-Rank Decomposition for Auroral Substorm Detection 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2016, 卷号: 27, 期号: 1, 页码: 32-46
作者:  Yang, Xi;  Gao, Xinbo;  Tao, Dacheng;  Li, Xuelong;  Han, Bing;  Li, Jie;  Yang, X
Adobe PDF(5085Kb)  |  收藏  |  浏览/下载:433/2  |  提交时间:2016/01/22
Auroral Substorm Detection  Sequence Motion Analysis  Shape Constraint  Sparse And Low-rank  Decomposition (Sld)  
Scene Parsing From an MAP Perspective 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2015, 卷号: 45, 期号: 9, 页码: 1876-1886
作者:  Li, Xuelong;  Mou, Lichao;  Lu, Xiaoqiang
Adobe PDF(1883Kb)  |  收藏  |  浏览/下载:181/1  |  提交时间:2015/10/19
Dynamic Dictionary Driven By Scene  Low-rank Representation Classifier (Lrrc)  Markov Random Field (Mrf)  Maximum a Posterior (Map) Inference  Prior Contextual Constraint  Scene Parsing