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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：130/0  |  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：171/1  |  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：218/0  |  提交时间：2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
Subspace Clustering Constrained Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2020, 卷号: 58, 期号: 5, 页码: 3007-3019
作者:  Lu, Xiaoqiang;  Dong, Le;  Yuan, Yuan
Adobe PDF(2036Kb)  |  收藏  |  浏览/下载：205/2  |  提交时间：2020/05/20
Hyperspectral unmixing  self-expression  spatial structure  subspace clustering  
A non-negative low-rank representation for hyperspectral band selection 期刊论文
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2016, 卷号: 37, 期号: 19, 页码: 4590-4609
作者:  Feng, Yachuang;  Yuan, Yuan;  Lu, Xiaoqiang;  Lu, Xiaoqiang (luxiaoqiang@opt.ac.cn)
Adobe PDF(4176Kb)  |  收藏  |  浏览/下载：250/4  |  提交时间：2016/10/25
Digital Storage  Image Processing  Independent Component Analysis  Mean Square Error  Spectroscopy  
Spectral-Spatial Kernel Regularized for Hyperspectral Image Denoising 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2015, 卷号: 53, 期号: 7, 页码: 3815-3832
作者:  Yuan, Yuan;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(5793Kb)  |  收藏  |  浏览/下载：265/4  |  提交时间：2015/07/15
Adaptive Kernel  Hyperspectral Image (Hsi) Denoising  Nonlocal Means (Nlm)  Spectral-spatial Kernel Regularization  
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：380/3  |  提交时间：2015/09/14
Hyperspectral Unmixing  Nonnegative Matrix Factorization (Nmf)  Spectral Library  Subspace Projection  
Substance Dependence Constrained Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2015, 卷号: 53, 期号: 6, 页码: 2975-2986
作者:  Yuan, Yuan;  Fu, Min;  Lu, Xiaoqiang
Adobe PDF(1658Kb)  |  收藏  |  浏览/下载：234/2  |  提交时间：2015/07/16
Adaptive Decision  Hyperspectral Unmixing  Mixed Pixel  Substance Dependence  
Semi-supervised change detection method for multi-temporal hyperspectral images 期刊论文
NEUROCOMPUTING, 2015, 卷号: 148, 页码: 363-375
作者:  Yuan, Y;  Lv, HB;  Lu, XQ
Adobe PDF(8678Kb)  |  收藏  |  浏览/下载：182/4  |  提交时间：2015/11/20
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：256/1  |  提交时间：2015/03/18
Clustering-based Regularization  Hyperspectral Unmixing  Mixed Pixel  Nonnegative Matrix Factorization (Nmf)