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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：148/0  |  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  
Nonlocal Graph Convolutional Networks for Hyperspectral Image Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 卷号: 58, 期号: 12, 页码: 8246-8257
作者:  Mou, Lichao;  Lu, Xiaoqiang;  Li, Xuelong;  Zhu, Xiao Xiang
Adobe PDF(10395Kb)  |  收藏  |  浏览/下载：297/0  |  提交时间：2020/12/21
Hyperspectral imaging  Convolution  Task analysis  Recurrent neural networks  Semisupervised learning  Support vector machines  Graph convolutional network (GCN)  hyperspectral image classification  nonlocal graph  semisupervised learning  
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：288/2  |  提交时间：2017/09/20
Band Selection  Determinantal Point Process (Dpp)  Dimensionality Reduction (Dr)  Multiple Laplacian Eigenmaps (Mles)  
Spectral-Spatial Constraint Hyperspectral Image Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 卷号: 52, 期号: 3, 页码: 1811-1824
作者:  Ji, Rongrong;  Gao, Yue;  Hong, Richang;  Liu, Qiong;  Tao, Dacheng;  Li, Xuelong
Adobe PDF(3921Kb)  |  收藏  |  浏览/下载：332/1  |  提交时间：2015/03/18
Hypergraph Learning  Hyperspectral  Image Classification  Spatial-constraint  
Graph-Regularized Low-Rank Representation for Destriping of Hyperspectral Images 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2013, 卷号: 51, 期号: 7, 页码: 4009-4018
作者:  Lu, Xiaoqiang;  Wang, Yulong;  Yuan, Yuan
Adobe PDF(1427Kb)  |  收藏  |  浏览/下载：329/3  |  提交时间：2015/05/29
Destriping  Graph Regularizer  Hyperspectral Image  Low-rank Representation (Lrr)  Spectral Correlation  
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：297/2  |  提交时间：2015/06/15
Hyperspectral Unmixing  Manifold Regularization  Mixed Pixel  Nonnegative Matrix Factorization (Nmf)