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Rotation-Invariant Attention Network for Hyperspectral Image Classification 期刊论文
IEEE Transactions on Image Processing, 2022, 卷号: 31, 页码: 4251-4265
作者:  Zheng, Xiangtao;  Sun, Hao;  Lu, Xiaoqiang;  Xie, Wei
Adobe PDF(3409Kb)  |  收藏  |  浏览/下载：140/0  |  提交时间：2022/07/21
Hyperspectral image classification  convolutional neural network  rotation-invariant network  spectralspatial feature extraction  attention mechanism  
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：173/0  |  提交时间：2021/04/21
hyperspectral image super-resolution  data fusion  spectral-spatial residual network  multispectral image  self-supervised training  
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：213/0  |  提交时间：2021/02/08
Classification  deep learning  hyperspectral image (HSI)  light detection and ranging (LiDAR)  remote sensing  
Hyperspectral Image Superresolution by Transfer Learning 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2017, 卷号: 10, 期号: 5, 页码: 1963-1974
作者:  Yuan, Yuan;  Zheng, Xiangtao;  Lu, Xiaoqiang;  Lu, XQ (reprint author), Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr OPT IMagery Anal & Learning OPTIMAL, Xian 710119, Peoples R China.
Adobe PDF(1014Kb)  |  收藏  |  浏览/下载：382/3  |  提交时间：2017/05/19
Collaborative Nonnegative Matrix Factorization (Cnmf)  Convolutional Neural Network (Cnn)  Hyperspectral Image (Hsi) Superresolution  
Joint Dictionary Learning for Multispectral Change Detection 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2017, 卷号: 47, 期号: 4, 页码: 884-897
作者:  Lu, Xiaoqiang;  Yuan, Yuan;  Zheng, Xiangtao
Adobe PDF(3207Kb)  |  收藏  |  浏览/下载：360/2  |  提交时间：2017/04/06
Automatic Threshold Selection  Change Detection  Joint Dictionary Learning  Multitemporal 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：256/4  |  提交时间：2015/07/15
Adaptive Kernel  Hyperspectral Image (Hsi) Denoising  Nonlocal Means (Nlm)  Spectral-spatial Kernel Regularization  
Semisupervised Spectral Degradation Constrained Network for Spectral Super-Resolution 期刊论文
IEEE Geoscience and Remote Sensing Letters
作者:  Chen, Wenjing;  Zheng, Xiangtao;  Lu, Xiaoqiang
Adobe PDF(4150Kb)  |  收藏  |  浏览/下载：60/0  |  提交时间：2021/06/22
Deep learning  hyperspectral image (HSI)  multispectral image (MSI)  semisupervised training  spectral degradation  spectral super-resolution  
Spectral Super-Resolution of Multispectral Images Using Spatial-Spectral Residual Attention Network 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
作者:  Zheng, Xiangtao;  Chen, Wenjing;  Lu, Xiaoqiang
Adobe PDF(9047Kb)  |  收藏  |  浏览/下载：98/0  |  提交时间：2022/01/18
Feature extraction  Image reconstruction  Task analysis  Hyperspectral imaging  Dictionaries  Superresolution  Convolution  Attention  convolutional neural networks  hyperspectral image (HSI)  multispectral image (MSI)  spatial-spectral features  spectral super-resolution  
Spectral Super-Resolution of Multispectral Images Using Spatial-Spectral Residual Attention Network 期刊论文
OPTIK
作者:  Zheng, Xiangtao;  Chen, Wenjing;  Lu, Xiaoqiang
Adobe PDF(9047Kb)  |  收藏  |  浏览/下载：61/0  |  提交时间：2021/09/09
Attention, convolutional neural networks  hyperspectral image (HSI)  multispectral image (MSI)  spatial–spectral features  spectral super-resolution