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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:126/0  |  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  
Person Reidentification via Unsupervised Cross-View Metric Learning 期刊论文
IEEE Transactions on Cybernetics, 2021, 卷号: 51, 期号: 4, 页码: 1849-1859
作者:  Feng, Yachuang;  Yuan, Yuan;  Lu, Xiaoqiang
Adobe PDF(1240Kb)  |  收藏  |  浏览/下载:157/1  |  提交时间:2021/04/13
Metric learning  person reidentification (Re-ID)  unsupervised learning  view-specific mapping  
Hyperspectral image super-resolution with self-supervised spectral-spatial residual network 期刊论文
Remote Sensing, 2021, 卷号: 13, 期号: 7
作者:  Chen, Wenjing;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(2974Kb)  |  收藏  |  浏览/下载:177/0  |  提交时间:2021/04/21
hyperspectral image super-resolution  data fusion  spectral-spatial residual network  multispectral image  self-supervised training  
A Supervised Segmentation Network for Hyperspectral Image Classification 期刊论文
IEEE Transactions on Image Processing, 2021, 卷号: 30, 页码: 2810-2825
作者:  Sun, Hao;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(4384Kb)  |  收藏  |  浏览/下载:209/1  |  提交时间:2021/03/24
Hyperspectral imaging  Feature extraction  Training  Task analysis  Imaging  Image segmentation  Testing  Hyperspectral image (HSI) classification  fully convolutional segmentation network (FCSN)  generalization  
Multisource Remote Sensing Data Classification With Graph Fusion Network 期刊论文
IEEE Transactions on Geoscience and Remote Sensing, 2021
作者:  Du, Xingqian;  Zheng, Xiangtao;  Lu, Xiaoqiang;  Doudkin, Alexander A.
Adobe PDF(3121Kb)  |  收藏  |  浏览/下载:221/0  |  提交时间:2021/02/08
Classification  deep learning  hyperspectral image (HSI)  light detection and ranging (LiDAR)  remote sensing  
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:198/2  |  提交时间:2020/05/20
Hyperspectral unmixing  self-expression  spatial structure  subspace clustering  
Deep discrete hashing with pairwise correlation learning 期刊论文
NEUROCOMPUTING, 2020, 卷号: 385, 页码: 111-121
作者:  Chen, Yaxiong;  Lu, Xiaoqiang
Adobe PDF(1753Kb)  |  收藏  |  浏览/下载:238/3  |  提交时间:2020/03/27
Image retrieval  Discrete hashing  Pairwise correlation 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:179/2  |  提交时间:2020/03/23
Autoencoder (AE)  global reconstruction  hyperspectral imagery (HSI)  hyperspetral anomaly detection  local reconstruction  manifold learning  
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:190/1  |  提交时间:2018/11/06
Classification  Hyperspectral Imagery  Spectral-spatial Fusion  Affine Transform  Feature Extraction  Probabilistic Fusion  
Structured dictionary learning for abnormal event detection in crowded scenes 期刊论文
PATTERN RECOGNITION, 2018, 卷号: 73, 页码: 99-110
作者:  Yuan, Yuan;  Feng, Yachuang;  Lu, Xiaoqiang
Adobe PDF(3917Kb)  |  收藏  |  浏览/下载:374/3  |  提交时间:2017/12/25
Video Surveillance  Abnormal Event Detection  Dictionary Learning  Sparse Representation  Reference Event