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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  
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：246/0  |  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：218/0  |  提交时间：2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
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：250/1  |  提交时间：2018/03/30
Distance-based Discrimination  Hyperspactral Imagery  Sparse Representation  Target Detection  
AID: A Benchmark Data Set for Performance Evaluation of Aerial Scene Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2017, 卷号: 55, 期号: 7, 页码: 3965-3981
作者:  Xia, Gui-Song;  Hu, Jingwen;  Hu, Fan;  Shi, Baoguang;  Bai, Xiang;  Zhong, Yanfei;  Zhang, Liangpei;  Lu, Xiaoqiang;  Xia, GS (reprint author), Wuhan Univ, State Key Lab Informat Engn Surveying Mapping Rem, Wuhan 430079, Peoples R China.
Adobe PDF(4297Kb)  |  收藏  |  浏览/下载：921/0  |  提交时间：2017/07/17
Aerial Images  Benchmark  Scene Classification  
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：233/2  |  提交时间：2015/07/16
Adaptive Decision  Hyperspectral Unmixing  Mixed Pixel  Substance Dependence  
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：268/1  |  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)