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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  
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：209/0  |  提交时间：2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
GETNET: A General End-to-End 2-D CNN Framework for Hyperspectral Image Change Detection 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 卷号: 57, 期号: 1, 页码: 3-13
作者:  Wang, Qi;  Yuan, Zhenghang;  Du, Qian;  Li, Xuelong
Adobe PDF(3597Kb)  |  收藏  |  浏览/下载：424/0  |  提交时间：2019/03/14
2-D convolutional neural network (CNN)  change detection (CD)  deep learning  hyperspectral image (HSI)  mixed-affinity matrix  spectral unmixing  
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：283/1  |  提交时间：2018/11/05
Dynamic Programming (Dp)  Hyperspectral Band Selection  Normalized Cut (Nc)  Spectral Clustering (Sc)  
A Coarse-to-Fine Semi-Supervised Change Detection for Multispectral Images 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 卷号: 56, 期号: 6, 页码: 3587-3599
作者:  Zhang, Wuxia;  Lu, Xiaoqiang;  Li, Xuelong;  Lu, XQ (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Ctr Opt Imagery Anal & Learning OPTIMAL, Xian 710119, Shaanxi, Peoples R China.
Adobe PDF(3641Kb)  |  收藏  |  浏览/下载：249/1  |  提交时间：2018/06/28
Change Detection  Keep It Simple And Straight-forward (Kiss) Metric Learning  Multiscale Feature  Multispectral Imagery  Semi-supervised Learning  
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：242/1  |  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：249/1  |  提交时间：2018/03/30
Distance-based Discrimination  Hyperspactral Imagery  Sparse Representation  Target Detection  
Remote Sensing Scene Classification by Unsupervised Representation Learning 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2017, 卷号: 55, 期号: 9, 页码: 5148-5157
作者:  Lu, Xiaoqiang;  Zheng, Xiangtao;  Yuan, Yuan;  Lu, XQ
Adobe PDF(2613Kb)  |  收藏  |  浏览/下载：316/1  |  提交时间：2017/09/20
Adaptive Deconvolution Network  Remote Sensing Scene Classification  Unsupervised Representation Learning  
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：374/1  |  提交时间：2016/04/21
Band Selection  Context  Dual Clustering  Hyperspectral Angle  Hyperspectral Image (Hsi)  
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：230/2  |  提交时间：2015/07/16
Adaptive Decision  Hyperspectral Unmixing  Mixed Pixel  Substance Dependence