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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:119/0  |  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:213/0  |  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:181/0  |  提交时间:2021/04/19
Global spatial structure group  local spectral group  nonnegative matrix factorization (NMF)  sparse expression  
Remote Sensing Scene Classification by Gated Bidirectional Network 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 卷号: 58, 期号: 1, 页码: 82-96
作者:  Sun, Hao;  Li, Siyuan;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(5526Kb)  |  收藏  |  浏览/下载:213/2  |  提交时间:2020/04/14
Feature extraction  Nonhomogeneous media  Logic gates  Aggregates  Encoding  Interference  Task analysis  Feature aggregation  remote sensing (RS) image  scene classification  
Locality and Structure Regularized Low Rank Representation for Hyperspectral Image Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 卷号: 57, 期号: 2, 页码: 911-923
作者:  Wang, Qi;  He, Xiang;  Li, Xuelong
Adobe PDF(2021Kb)  |  收藏  |  浏览/下载:214/0  |  提交时间:2019/03/14
Block-diagonal structure  hyperspectral image (HSI) classification  low-rank representation (LRR)  
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:277/1  |  提交时间:2018/11/05
Dynamic Programming (Dp)  Hyperspectral Band Selection  Normalized Cut (Nc)  Spectral Clustering (Sc)  
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:234/1  |  提交时间:2018/04/23
Image Captioning  Remote Sensing Image  Semantic Understanding  
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:245/2  |  提交时间:2017/09/20
Band Selection  Determinantal Point Process (Dpp)  Dimensionality Reduction (Dr)  Multiple Laplacian Eigenmaps (Mles)  
Unsupervised Band Selection Based on Evolutionary Multiobjective Optimization for Hyperspectral Images 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2016, 卷号: 54, 期号: 1, 页码: 544-557
作者:  Gong, Maoguo;  Zhang, Mingyang;  Yuan, Yuan
Adobe PDF(3647Kb)  |  收藏  |  浏览/下载:257/1  |  提交时间:2015/12/16
Band Selection  Evolutionary Algorithm (Ea)  Hyperspectral Image  Multiobjective Optimization  
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:255/4  |  提交时间:2015/07/15
Adaptive Kernel  Hyperspectral Image (Hsi) Denoising  Nonlocal Means (Nlm)  Spectral-spatial Kernel Regularization