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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：220/0  |  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  
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：168/2  |  提交时间：2020/03/23
Autoencoder (AE)  global reconstruction  hyperspectral imagery (HSI)  hyperspetral anomaly detection  local reconstruction  manifold learning  
Robust Subspace Clustering by Cauchy Loss Function 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 卷号: 30, 期号: 7, 页码: 2067-2078
作者:  Li, Xuelong;  Lu, Quanmao;  Dong, Yongsheng;  Tao, Dacheng
Adobe PDF(3374Kb)  |  收藏  |  浏览/下载：252/0  |  提交时间：2019/07/17
Cauchy loss function (CLF)  grouping effect  noise suppression  similarity matrix  subspace clustering  
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：206/0  |  提交时间：2019/07/17
Convex nonnegative matrix factorization (CNMF)  hyperspectral anomaly detection  hyperspectral imagery  similarity constrained  
Joint Learning of Fuzzy k-Means and Nonnegative Spectral Clustering With Side Information 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2019, 卷号: 28, 期号: 5, 页码: 2152–2162
作者:  Zhang, Rui;  Nie, Feiping;  Guo, Muhan;  Wei, Xian;  Li, Xuelong
Adobe PDF(2331Kb)  |  收藏  |  浏览/下载：294/1  |  提交时间：2019/03/20
Fuzzy K-means  spectral clustering  adaptive loss function  
Discrete Spectral Hashing for Efficient Similarity Retrieval 期刊论文
IEEE Transactions on Image Processing, 2019, 卷号: 28, 期号: 3
作者:  Hu, Di;  Nie, Feiping;  Li, Xuelong
Adobe PDF(1938Kb)  |  收藏  |  浏览/下载：210/0  |  提交时间：2018/11/08
Spectral Rotation  Discrete Spectral Hashing  
Hyperspectral Anomaly Detection via Sparse Dictionary Learning Method of Capped Norm 期刊论文
IEEE ACCESS, 2019, 卷号: 7, 页码: 16132-16144
作者:  Yuan, Yuan;  Ma, Dandan;  Wang, Qi
Adobe PDF(7643Kb)  |  收藏  |  浏览/下载：246/0  |  提交时间：2019/03/14
Anomaly detection  hyperspectral images  sparse  dictionary learning  capped norm  
Discriminative and orthogonal subspace constraints-based nonnegative matrix factorization 期刊论文
ACM Transactions on Intelligent Systems and Technology, 2018, 卷号: 9, 期号: 6
作者:  Li, Xuelong;  Cui, Guosheng;  Dong, Yongsheng
Adobe PDF(2717Kb)  |  收藏  |  浏览/下载：161/0  |  提交时间：2019/03/04
Structure preserving unsupervised feature selection 期刊论文
NEUROCOMPUTING, 2018, 卷号: 301, 页码: 36-45
作者:  Lu, Quanmao;  Li, Xuelong;  Dong, Yongsheng;  Dong, YS (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Shaanxi, Peoples R China.
Adobe PDF(852Kb)  |  收藏  |  浏览/下载：289/2  |  提交时间：2018/06/11
Unsupervised Feature Selection  Self Expression Model  Structure Preserving  
Subspace clustering guided convex nonnegative matrix factorization 期刊论文
NEUROCOMPUTING, 2018, 卷号: 292, 页码: 38-48
作者:  Cui, Guosheng;  Li, Xuelong;  Dong, Yongsheng;  Dong, YS (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, Ctr OPT IMagery Anal & Learning OPTIMAL, Xian 710119, Shaanxi, Peoples R China.
Adobe PDF(979Kb)  |  收藏  |  浏览/下载：247/1  |  提交时间：2018/04/26
Convex Nonnegative Matrix Factorization  Subspace Clustering  Multiple Centroids  Geometry Structure  Image Clustering