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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：238/0  |  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  
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：195/2  |  提交时间：2020/05/20
Hyperspectral unmixing  self-expression  spatial structure  subspace clustering  
Exploiting Embedding Manifold of Autoencoders for Hyperspectral Anomaly Detection 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2020, 卷号: 58, 期号: 3, 页码: 1527-1537
作者:  Lu, Xiaoqiang;  Zhang, Wuxia;  Huang, Ju
Adobe PDF(1670Kb)  |  收藏  |  浏览/下载：176/2  |  提交时间：2020/03/23
Autoencoder (AE)  global reconstruction  hyperspectral imagery (HSI)  hyperspetral anomaly detection  local reconstruction  manifold learning  
Similarity Constrained Convex Nonnegative Matrix Factorization for Hyperspectral Anomaly Detection 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2019, 卷号: 57, 期号: 7, 页码: 4810-4822
作者:  Zhang, Wuxia;  Lu, Xiaoqiang;  Li, Xuelong
Adobe PDF(2142Kb)  |  收藏  |  浏览/下载：214/0  |  提交时间：2019/07/17
Convex nonnegative matrix factorization (CNMF)  hyperspectral anomaly detection  hyperspectral imagery  similarity constrained  
Hyperspectral image classification based on joint spectrum of spatial space and spectral space 期刊论文
Multimedia Tools and Applications, 2018, 卷号: 77, 期号: 22, 页码: 29759-29777
作者:  Zhang, Xiaorong;  Pan, Zhibin;  Lu, Xiaoqiang;  Hu, Bingliang;  Zheng, Xi
Adobe PDF(2555Kb)  |  收藏  |  浏览/下载：189/1  |  提交时间：2018/11/06
Classification  Hyperspectral Imagery  Spectral-spatial Fusion  Affine Transform  Feature Extraction  Probabilistic Fusion  
Hyperspectral band selection with convolutional neural network 会议论文
Pattern Recognition and Computer Vision - First Chinese Conference, PRCV 2018, Proceedings, Guangzhou, China, 2018-11-23
作者:  Cai, Rui;  Yuan, Yuan;  Lu, Xiaoqiang
Adobe PDF(2295Kb)  |  收藏  |  浏览/下载：135/1  |  提交时间：2018/12/21
A non-negative low-rank representation for hyperspectral band selection 期刊论文
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2016, 卷号: 37, 期号: 19, 页码: 4590-4609
作者:  Feng, Yachuang;  Yuan, Yuan;  Lu, Xiaoqiang;  Lu, Xiaoqiang (luxiaoqiang@opt.ac.cn)
Adobe PDF(4176Kb)  |  收藏  |  浏览/下载：246/4  |  提交时间：2016/10/25
Digital Storage  Image Processing  Independent Component Analysis  Mean Square Error  Spectroscopy  
Low-rank representation for 3D hyperspectral images analysis from map perspective 期刊论文
SIGNAL PROCESSING, 2015, 卷号: 112, 页码: 27-33
作者:  Yuan, Yuan;  Fu, Min;  Lu, Xiaoqiang
Adobe PDF(1225Kb)  |  收藏  |  浏览/下载：272/3  |  提交时间：2015/03/18
3d Hyperspectral Data  Semantic Analysis  Segmentation  Markov Random Field (Mrf)  Low-rank Representation (Lrr)  Maximum a Posteriori (Map)  Remote Sensing  
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：259/4  |  提交时间：2015/07/15
Adaptive Kernel  Hyperspectral Image (Hsi) Denoising  Nonlocal Means (Nlm)  Spectral-spatial Kernel Regularization  
Projection-Based NMF for Hyperspectral Unmixing 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2015, 卷号: 8, 期号: 6, 页码: 2632-2643
作者:  Yuan, Yuan;  Feng, Yachuang;  Lu, Xiaoqiang
Adobe PDF(1781Kb)  |  收藏  |  浏览/下载：377/3  |  提交时间：2015/09/14
Hyperspectral Unmixing  Nonnegative Matrix Factorization (Nmf)  Spectral Library  Subspace Projection