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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：131/0  |  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：258/0  |  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  
Optimal Clustering Framework for Hyperspectral Band Selection 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 卷号: 56, 期号: 10, 页码: 5910-5922
作者:  Wang, Qi;  Zhang, Fahong;  Li, Xuelong
Adobe PDF(2829Kb)  |  收藏  |  浏览/下载：286/1  |  提交时间：2018/11/05
Dynamic Programming (Dp)  Hyperspectral Band Selection  Normalized Cut (Nc)  Spectral Clustering (Sc)  
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：251/1  |  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：259/2  |  提交时间：2017/09/20
Band Selection  Determinantal Point Process (Dpp)  Dimensionality Reduction (Dr)  Multiple Laplacian Eigenmaps (Mles)  
Dual-Clustering-Based Hyperspectral Band Selection by Contextual Analysis 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2016, 卷号: 54, 期号: 3, 页码: 1431-1445
作者:  Yuan, Yuan;  Lin, Jianzhe;  Wang, Qi;  Wang, Q
Adobe PDF(2259Kb)  |  收藏  |  浏览/下载：381/1  |  提交时间：2016/04/21
Band Selection  Context  Dual Clustering  Hyperspectral Angle  Hyperspectral Image (Hsi)  
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  
Hyperspectral Band Selection by Multitask Sparsity Pursuit 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2015, 卷号: 53, 期号: 2, 页码: 631-644
作者:  Yuan, Y;  Zhu, GK;  Wang, Q
Adobe PDF(2376Kb)  |  收藏  |  浏览/下载：272/1  |  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)  
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：317/1  |  提交时间：2015/03/18
Hypergraph Learning  Hyperspectral  Image Classification  Spatial-constraint