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A Novel NMF Guided for Hyperspectral Unmixing From Incomplete and Noisy Data 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 卷号: 60
作者:  Dong, Le;  Lu, Xiaoqiang;  Liu, Ganchao;  Yuan, Yuan
Adobe PDF(9737Kb)  |  收藏  |  浏览/下载：112/0  |  提交时间：2022/01/18
Image reconstruction  Hyperspectral imaging  Noise measurement  Gaussian noise  Interference  Stability analysis  Sensors  Hyperspectral unmixing (HU)  image reconstruction  nonnegative matrix factorization (NMF)  spatial-spectral information  
Spectral-Spatial Joint Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2021, 卷号: 59, 期号: 3, 页码: 2391-2402
作者:  Dong, Le;  Yuan, Yuan;  Lu, Xiaoqiang
Adobe PDF(2358Kb)  |  收藏  |  浏览/下载：155/1  |  提交时间：2021/03/29
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
SpectralSpatial Joint Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 卷号: 59, 期号: 3, 页码: 2391-2402
作者:  Dong, Le;  Yuan, Yuan;  Lu, Xiaoqiang
Adobe PDF(2358Kb)  |  收藏  |  浏览/下载：164/0  |  提交时间：2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
Refined-Graph Regularization-Based Nonnegative Matrix Factorization 期刊论文
ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2017, 卷号: 9, 期号: 1
作者:  Li, Xuelong;  Cui, Guosheng;  Dong, Yongsheng;  Dong, Yongsheng (dongyongsheng98@163.com)
Adobe PDF(1136Kb)  |  收藏  |  浏览/下载：291/0  |  提交时间：2017/09/26
Data Representation  Refined-graph  Nonnegative Matrix Factorization (Nmf)  Least Squares Regression  Image Clustering  
Nonnegative Discriminant Matrix Factorization 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2017, 卷号: 27, 期号: 7, 页码: 1392-1405
作者:  Lu, Yuwu;  Lai, Zhihui;  Xu, Yong;  Li, Xuelong;  Zhang, David;  Yuan, Chun
Adobe PDF(1742Kb)  |  收藏  |  浏览/下载：189/0  |  提交时间：2017/08/18
Discriminative Ability  Face Recognition  Maximum Margin Criterion (Mmc)  Nonnegative Matrix Factorization (Nmf)  
Scalable Linear Visual Feature Learning via Online Parallel Nonnegative Matrix Factorization 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2016, 卷号: 27, 期号: 12, 页码: 2628-2642
作者:  Zhao, Xueyi;  Li, Xi;  Zhang, Zhongfei;  Shen, Chunhua;  Zhuang, Yueting;  Gao, Lixin;  Li, Xuelong;  Li, X (reprint author), Zhejiang Univ, Coll Comp Sci, Hangzhou 310027, Zhejiang, Peoples R China.
Adobe PDF(3419Kb)  |  收藏  |  浏览/下载：206/1  |  提交时间：2016/12/30
Feature Learning  Nonnegative Matrix Factorization (Nmf)  Online Algorithm  Parallel Computing  
Projection-Based NMF for Hyperspectral Unmixing 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2015, 卷号: 8, 期号: 6, 页码: 2632-2643
作者:  Yuan, Yuan;  Feng, Yachuang;  Lu, Xiaoqiang
Adobe PDF(1781Kb)  |  收藏  |  浏览/下载：375/3  |  提交时间：2015/09/14
Hyperspectral Unmixing  Nonnegative Matrix Factorization (Nmf)  Spectral Library  Subspace Projection  
Double Constrained NMF for Hyperspectral Unmixing 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 卷号: 52, 期号: 5, 页码: 2746-2758
作者:  Lu, Xiaoqiang;  Wu, Hao;  Yuan, Yuan
Adobe PDF(1483Kb)  |  收藏  |  浏览/下载：246/1  |  提交时间：2015/03/18
Clustering-based Regularization  Hyperspectral Unmixing  Mixed Pixel  Nonnegative Matrix Factorization (Nmf)  
Manifold Regularized Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2013, 卷号: 51, 期号: 5, 页码: 2815-2826
作者:  Lu, Xiaoqiang;  Wu, Hao;  Yuan, Yuan;  Yan, Pingkun;  Li, Xuelong
Adobe PDF(764Kb)  |  收藏  |  浏览/下载：270/2  |  提交时间：2015/06/15
Hyperspectral Unmixing  Manifold Regularization  Mixed Pixel  Nonnegative Matrix Factorization (Nmf)