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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  
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：216/0  |  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)  
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：184/0  |  提交时间：2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
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  
A Hybrid Sparsity and Distance-Based Discrimination Detector for Hyperspectral Images 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 卷号: 56, 期号: 3, 页码: 1704-1717
作者:  Lu, Xiaoqiang;  Zhang, Wuxia;  Li, Xuelong;  Lu, Xiaoqiang (luxq666666@gmail.com)
Adobe PDF(3304Kb)  |  收藏  |  浏览/下载：245/1  |  提交时间：2018/03/30
Distance-based Discrimination  Hyperspactral Imagery  Sparse Representation  Target Detection  
Dimensionality Reduction by Spatial-Spectral Preservation in Selected Bands 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2017, 卷号: 55, 期号: 9, 页码: 5185-5197
作者:  Zheng, Xiangtao;  Yuan, Yuan;  Lu, Xiaoqiang;  Lu, XQ
Adobe PDF(2869Kb)  |  收藏  |  浏览/下载：245/2  |  提交时间：2017/09/20
Band Selection  Determinantal Point Process (Dpp)  Dimensionality Reduction (Dr)  Multiple Laplacian Eigenmaps (Mles)  
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：257/4  |  提交时间：2015/07/15
Adaptive Kernel  Hyperspectral Image (Hsi) Denoising  Nonlocal Means (Nlm)  Spectral-spatial Kernel Regularization  
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)