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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：129/0  |  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  
Spectral-Spatial 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：170/1  |  提交时间：2021/03/29
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
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：212/0  |  提交时间：2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
Subspace Clustering Constrained Sparse NMF for Hyperspectral Unmixing 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2020, 卷号: 58, 期号: 5, 页码: 3007-3019
作者:  Lu, Xiaoqiang;  Dong, Le;  Yuan, Yuan
Adobe PDF(2036Kb)  |  收藏  |  浏览/下载：201/2  |  提交时间：2020/05/20
Hyperspectral unmixing  self-expression  spatial structure  subspace clustering  
Single Image super-resolution restoration algorithm from external example to internal self-similarity 期刊论文
Guangxue Xuebao/Acta Optica Sinica, 2017, 卷号: 37, 期号: 3
作者:  Zheng, Xiangtao;  Yuan, Yuan;  Lu, Xiaoqiang;  Lu, Xiaoqiang (luxq666666@gmail.com)
Adobe PDF(2814Kb)  |  收藏  |  浏览/下载：500/2  |  提交时间：2017/05/02
Scene Recognition by Manifold Regularized Deep Learning Architecture 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2015, 卷号: 26, 期号: 10, 页码: 2222-2233
作者:  Yuan, Y;  Mou, LC;  Lu, XQ
Adobe PDF(4686Kb)  |  收藏  |  浏览/下载：234/1  |  提交时间：2015/11/20
MR image super-resolution via manifold regularized sparse learning 期刊论文
NEUROCOMPUTING, 2015, 卷号: 162, 页码: 96-104
作者:  Lu, Xiaoqiang;  Huang, Zihan;  Yuan, Yuan
Adobe PDF(1763Kb)  |  收藏  |  浏览/下载：380/4  |  提交时间：2015/07/24
Sparse Learning  Manifold Regularization  Super-resolution  Magnetic Resonance Imaging (Mri)  
Image quality assessment: A sparse learning way 期刊论文
NEUROCOMPUTING, 2015, 卷号: 159, 页码: 227-241
作者:  Yuan, Y;  Guo, Q;  Lu, XQ
Adobe PDF(2073Kb)  |  收藏  |  浏览/下载：403/3  |  提交时间：2015/11/20
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：262/4  |  提交时间：2015/07/15
Adaptive Kernel  Hyperspectral Image (Hsi) Denoising  Nonlocal Means (Nlm)  Spectral-spatial Kernel Regularization  
Alternatively Constrained Dictionary Learning for Image Superresolution 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2014, 卷号: 44, 期号: 3, 页码: 366-377
作者:  Lu, Xiaoqiang;  Yuan, Yuan;  Yan, Pingkun
Adobe PDF(846Kb)  |  收藏  |  浏览/下载：261/1  |  提交时间：2015/03/18
Image Superresolution  Manifold Learning  Non-local  Self-similarity  Two-stage Dictionary Training (Tsdt)