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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:252/0  |  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)  
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  
Spectral-spatial hyperspectral image classification via locality and structure constrained low-rank representation 会议论文
2018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Proceedings, Valencia, Spain, 2018-07-22
作者:  He, Xiang;  Wang, Qi;  Li, Xuelong
Adobe PDF(411Kb)  |  收藏  |  浏览/下载:79/0  |  提交时间:2019/05/13
Robust Adaptive Sparse Learning Method for Graph Clustering 会议论文
2018 IEEE International Conference on Image Processing, ICIP 2018 - Proceedings, Athens, Greece, 2018-10-07
作者:  Chen, Mulin;  Wang, Qi;  Li, Xuelong
Adobe PDF(825Kb)  |  收藏  |  浏览/下载:158/0  |  提交时间:2019/04/16
A parallel linearized ADMM with application to multichannel tgv-based image restoration 会议论文
2017 IEEE International Conference on Image Processing, ICIP 2017 - Proceedings, Beijing, China, 2017-09-17
作者:  He, Chuan;  Hu, Changhua;  Li, Xuelong
Adobe PDF(421Kb)  |  收藏  |  浏览/下载:278/0  |  提交时间:2018/04/28
A parallel primal-dual splitting method for image restoration 期刊论文
INFORMATION SCIENCES, 2016, 卷号: 358, 页码: 73-91
作者:  He, Chuan;  Hu, Changhua;  Li, Xuelong;  Zhang, Wei
Adobe PDF(4294Kb)  |  收藏  |  浏览/下载:202/1  |  提交时间:2016/09/19
Large-scale Image Restoration  Parallel Primal-dual Splitting  Linearized Alternating Direction Method Of Multipliers (Ladmm)  Compound l(1)-regularization  
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:251/1  |  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:225/1  |  提交时间:2016/09/22
Affinity Matrix  Low-rank Representation (Lrr)  Subspace Clustering  Supervision Information