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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：121/0  |  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  
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：185/0  |  提交时间：2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
A Coarse-to-Fine Semi-Supervised Change Detection for Multispectral Images 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 卷号: 56, 期号: 6, 页码: 3587-3599
作者:  Zhang, Wuxia;  Lu, Xiaoqiang;  Li, Xuelong;  Lu, XQ (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Ctr Opt Imagery Anal & Learning OPTIMAL, Xian 710119, Shaanxi, Peoples R China.
Adobe PDF(3641Kb)  |  收藏  |  浏览/下载：242/1  |  提交时间：2018/06/28
Change Detection  Keep It Simple And Straight-forward (Kiss) Metric Learning  Multiscale Feature  Multispectral Imagery  Semi-supervised Learning  
Exploring Models and Data for Remote Sensing Image Caption Generation 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 卷号: 56, 期号: 4, 页码: 2183-2195
作者:  Lu, Xiaoqiang;  Wang, Binqiang;  Zheng, Xiangtao;  Li, Xuelong;  Lu, XX (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Shaanxi, Peoples R China.
Adobe PDF(3148Kb)  |  收藏  |  浏览/下载：236/1  |  提交时间：2018/04/23
Image Captioning  Remote Sensing Image  Semantic Understanding  
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：226/2  |  提交时间：2015/07/16
Adaptive Decision  Hyperspectral Unmixing  Mixed Pixel  Substance Dependence  
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：251/1  |  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：274/2  |  提交时间：2015/06/15
Hyperspectral Unmixing  Manifold Regularization  Mixed Pixel  Nonnegative Matrix Factorization (Nmf)